diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 1ed87795637b20a556e5dae03eba1632c04a9117..00f86a6e0b067f94de30c57a5cfa7839ffebde71 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": "20260505T120036Z", - "generated_at": "2026-05-05T12:09:07Z", + "snapshot_id": "20260505T180037Z", + "generated_at": "2026-05-05T18:11:38Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,354 +1148,6 @@ } ] }, - { - "cluster_id": "cluster-43656-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 43824, - "canonical_pr_number": 43656, - "issue_numbers": [ - 43824 - ], - "pr_numbers": [ - 43656, - 43836, - 43842 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43656, - "right_pr_number": 43836, - "code_similarity": 0.36, - "size_similarity": 0.176, - "file_overlap": 1.0, - "area_overlap": 0.051, - "patch_similarity": 0.048, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 30, - 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, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 - ], - [ - 1868, - 1874 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - }, - { - "left_pr_number": 43836, - "right_pr_number": 43842, - "code_similarity": 0.332, - "size_similarity": 0.088, - "file_overlap": 1.0, - "area_overlap": 0.033, - "patch_similarity": 0.017, - "shared_filenames": [ - "src/transformers/cli/serve.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/cli/serve.py", - "left_ranges": [ - [ - 11, - 18 - ], - [ - 359, - 429 - ], - [ - 584, - 590 - ], - [ - 1892, - 1910 - ], - [ - 1917, - 1923 - ] - ], - "right_ranges": [ - [ - 54, - 61 - ], - [ - 587, - 593 - ] - ] - } - ] - } - ] - }, - { - "cluster_id": "cluster-45561-4", - "summary": "Cluster of 1 issues and 3 PRs centered on issue #45561.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45561, - "canonical_pr_number": 45645, - "issue_numbers": [ - 45561 - ], - "pr_numbers": [ - 45639, - 45645, - 45778 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45639, - "right_pr_number": 45645, - "code_similarity": 0.532, - "size_similarity": 0.619, - "file_overlap": 0.5, - "area_overlap": 0.543, - "patch_similarity": 0.451, - "shared_filenames": [ - "src/transformers/testing_utils.py", - "tests/utils/test_testing_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/testing_utils.py", - "left_ranges": [ - [ - 3529, - 3536 - ], - [ - 3753, - 3787 - ] - ], - "right_ranges": [ - [ - 3525, - 3558 - ], - [ - 3782, - 3788 - ] - ] - }, - { - "filename": "tests/utils/test_testing_utils.py", - "left_ranges": [ - [ - 1, - 86 - ] - ], - "right_ranges": [ - [ - 1, - 114 - ] - ] - } - ] - }, - { - "left_pr_number": 45639, - "right_pr_number": 45778, - "code_similarity": 0.341, - "size_similarity": 0.141, - "file_overlap": 0.5, - "area_overlap": 0.386, - "patch_similarity": 0.181, - "shared_filenames": [ - "src/transformers/testing_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/testing_utils.py", - "left_ranges": [ - [ - 3529, - 3536 - ], - [ - 3753, - 3787 - ] - ], - "right_ranges": [ - [ - 3529, - 3537 - ], - [ - 3762, - 3770 - ] - ] - } - ] - }, - { - "left_pr_number": 45645, - "right_pr_number": 45778, - "code_similarity": 0.175, - "size_similarity": 0.087, - "file_overlap": 0.25, - "area_overlap": 0.18, - "patch_similarity": 0.128, - "shared_filenames": [ - "src/transformers/testing_utils.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/testing_utils.py", - "left_ranges": [ - [ - 3525, - 3558 - ], - [ - 3782, - 3788 - ] - ], - "right_ranges": [ - [ - 3529, - 3537 - ], - [ - 3762, - 3770 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1770,6 +1422,76 @@ } ] }, + { + "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, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1829,6 +1551,81 @@ } ] }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -2192,16 +1989,6 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, - { - "cluster_id": "cluster-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, @@ -2211,6 +1998,15 @@ "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, @@ -2247,14 +2043,13 @@ "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-45561-4", + "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, "duplicate_pr_numbers": [ - 45639, - 45778 + 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-4 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", @@ -2267,10 +2062,10 @@ } ], "best_issue": { - "cluster_id": "cluster-45561-4", - "issue_number": 45561, - "reason": "Issue #45561 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 2 discussion comments plus 8 inbound references.", - "score": 152.0 + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0e8ab030133f0a0f7c553615df23ebeeb71a5faf..51984c45edbedc035427b77083653f02b400f902 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": "20260505T120036Z", - "generated_at": "2026-05-05T12:09:07Z", + "snapshot_id": "20260505T180037Z", + "generated_at": "2026-05-05T18:11:38Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,7 +26,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "1fdeafe9f49fea0220d1477225d72dc9a7221709cfe69fa8056ae6f21684cb04", + "prepared_review_unit_hash": "a33f53d72c84a46287e31bd14534b3d1a12b893380ba468170543a7c327c78d0", "component_budget": { "node_count": 3, "item_count": 3, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues do not look like duplicates: one is about Tapas tokenization, one about a bad auth/download error message, and one about a generic model-loading failure for bert-base-uncased. The soft similarities are too broad to merge them.", - "confidence": 0.88, - "canonical_issue_reason": "Issue #16618 is the broadest and most central of the set, describing a concrete model-loading failure, but it does not appear to subsume the Tapas tokenization or private-download error reports.", + "summary": "These three issues do not look like duplicates of the same underlying bug. #16618 is a generic model-loading failure, #15980 is specifically about a bad error message when trying to download a private model without being logged in, and #13244 is about Tapas tokenization differing from TensorFlow code. The soft similarity appears too weak to merge any pair.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate stands out because the topics are different; if one had to be chosen, #16618 is the broadest user-facing model-loading issue, but it does not actually match the others.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best standalone representative because it is the most general user-facing failure report and the other two issues are clearly about different code paths.", + "best_issue_reason": "#16618 is the most central and generally phrased issue in this set, so it is the best representative only in a very loose sense; however, it should not absorb the other two as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization differences and a bert-base-uncased load failure are different bugs in different code paths; only superficial NLP/model similarity." + "reason": "Different bugs: Tapas tokenization parity vs a generic inability to load bert-base-uncased. No shared concrete code path is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a misleading error when downloading a private model while logged out, while #16618 is a generic inability to load a public model; related subsystem, but not the same underlying issue." + "reason": "Related to model downloading/loading at a high level, but one is an auth/error-message problem for private models and the other is a model load failure for bert-base-uncased; not the same underlying bug." } ] }, @@ -169,8 +169,8 @@ "issue:39290|issue:45081", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:44918|issue:45161", + "issue:34928|issue:41720", "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -206,361 +206,385 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "3f26833fc075bb4cba37195a72705af19d0575681da582ba6dae0ca3d30d34a4", + "prepared_review_unit_hash": "ac890ac22fb4706343b6c9a8caec1d8cb7f902f4f978b41f9ce38968ed8a907e", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47115, - "estimated_input_tokens": 11779, - "estimated_eval_tokens": 23814 + "serialized_chars": 47122, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports, with one clear duplicate pair around DeepSpeed ZeRO-3 + Bert index-out-of-bounds. I would reject the docs-only pair as too different from the titles alone, and leave the rest unmerged as separate bugs.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43596 is the best canonical issue anchor because its title gives the clearest generic label for the DeepSpeed ZeRO-3/Bert index-out-of-bounds bug, and it has the strongest near-duplicate in issue:43638.", + "summary": "The cluster is mostly heterogeneous; only the DeepSpeed ZeRO-3 index-out-of-bounds reports look like true duplicates. Most other pairs are unrelated model-specific runtime errors or separate documentation issues.", + "confidence": 0.78, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest overall issue candidate: it is specific enough to anchor the DeepSpeed/Bert out-of-bounds cluster and is the one side of the only accepted duplicate-like pair.", + "best_issue_reason": "issue:41762 is the best representative of the one coherent duplicate thread: a generic DeepSpeed ZeRO-3 loading failure that also appears in the BertModel reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same model family name, but one is a config attribute error and the other is a streaming chat/completions failure." + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and different failures: AMD GPU loading versus MPS histogram op support." + "reason": "Unrelated backends and symptoms: AMD GPU support vs MPS histogram int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch is not the same bug as AMD GPU model loading failure." + "reason": "Mistral-3 dtype mismatch in preprocessing vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU incompatibility are different issues." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the AMD GPU crash." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Only loosely related by MoE; the concrete failures are different." + "reason": "Different model/backend problems with no shared concrete code path." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 runtime error is a different problem from AMD GPU support." + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated bugs." + "reason": "Different subsystems: DeepSpeed collective mismatch vs ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8Config failure are different model/runtime issues." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 device-mapping CUDA assert do not share the same code-path problem." + "reason": "Different model/pathology: ONNX export vs auto device mapping CUDA assert." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but the removed topics differ: pipeline tasks versus the transformers run command." + "reason": "Both are v5 docs cleanups, but they target different removed docs references and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import error are distinct regressions." + "reason": "ModernBERT export error and GenerationMixin import error are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index errors, but the titles point to different shapes and different model/setup contexts." + "reason": "Both are index-style errors, but one is ZeRO-3 model loading and the other is a mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad error class, but the titles indicate different bugs and different setups." + "reason": "Different concrete failures: ZeRO-3 Bert loading vs mask/index shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape mismatch and GPT-OSS tensor-parallel failure are different issues." + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping utility failure is unrelated to the mask/tensor shape indexing bug." + "reason": "Tokenizer-mapping bug and tensor shape mismatch are different issues." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset handling and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the titles indicate different concrete failures." + "reason": "DeepSpeed collective mismatch and ZeRO-3 loading index error are different bugs." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "The titles describe the same DeepSpeed ZeRO-3/Bert index-out-of-bounds failure, with the second report only narrowing the Bert setup." + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure for Bert-model variants; one fix could plausibly cover both." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different symptoms and models: detokenization bug versus LoRA save/reload mismatch." + "reason": "Detokenization bug and LoRA merge/save inconsistency are separate model-behavior issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy routing and GPT-OSS tensor-parallel failure are not the same issue." + "reason": "Liger Kernel cross_entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge/save inconsistency are unrelated." + "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/load mismatch." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is a different bug from the mask/tensor index error." + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the titles point to different failures." + "reason": "Different DeepSpeed errors with different code paths and symptoms." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure do not match." + "reason": "ZeRO-3 Bert loading bug is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and custom trainer signature change are unrelated." + "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed+Bert index error and GPT-OSS tensor-parallel issue are different code paths." + "reason": "ZeRO-3 loading bug is unrelated to GPT-OSS TP failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to the GraniteMoE invalid-method failure." + "reason": "Different model families and different failure mechanisms." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute issue and Mistral tokenizer regex patch crash are different bugs." + "reason": "Gemma3 sliding_window_pattern/vLLM issue is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and MoE tensor-parallel failure are not the same underlying defect." + "reason": "Autocast dtype mismatch and Qwen NVFP4 crash are different problems." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are different problems." + "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are unrelated." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different model families and different failure modes; no shared concrete bug." + "reason": "TRl SFT embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Liger Kernel cross-entropy routing and autocast dtype mismatch are not duplicates." + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds load failure; Gemma3 and Bert appear to hit the same generic bug." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer kwarg mismatch are unrelated." + "reason": "Different docs references removed in v5; not the same underlying issue." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Kernel selection issue and indexing shape mismatch are unrelated." + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43828", + "right": "issue:45685", "accept": false, - "reason": "Checkpointing/FSDP issue and GenerationMixin import error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram backend error are unrelated." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Both are zero-3/loading errors, but Gemma3 and Bert failures are different concrete bugs." + "reason": "Different model families and distinct runtime failures." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different docs topics: return_all_scores versus the removed run command." + "reason": "Different models and unrelated failure modes." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "Gemma3 config attribute issue and Qwen3 device-mapping CUDA assert are unrelated." + "reason": "Torch compatibility bug and Qwen NVFP4 runtime failure do not match." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Liger Kernel cross-entropy routing and Qwen3-vl video StopIteration are different issues." + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are not the same bug." + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic regression." }, { - "left": "issue:43854", + "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure and corrupted checkpoint report different root causes." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to Phi autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Both mention sliding-window-like behavior, but the model/config contexts are different." + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern/vLLM error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch and Bert ZeRO-3 index error are different failures." + "reason": "Mask/index shape mismatch and ZeRO-3 index-out-of-bounds are different bug classes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and pydantic PretrainedConfig field regression are unrelated." + "reason": "Torch version compatibility and pydantic PretrainedConfig regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 chat-related, but the crash and streaming API failure are different bugs." + "reason": "Same pair as above: different Qwen3.5 chat/runtime failures." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and pydantic model-field breakage are unrelated." + "reason": "Whisper runtime failure does not match the PretrainedConfig pydantic regression." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "lm_head tying bug and checkpoint corruption are different issues." + "reason": "lm_head tying bug and checkpoint corruption are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming failure and MPS histogram unsupported error are unrelated." + "reason": "Streaming inference error and MPS backend error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error and MPS histogram issue are different code paths." + "reason": "Grouped_mm tracing issue and MPS histogram backend issue are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different runtime bugs." + "reason": "Grouped_mm tracing issue and autocast dtype mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import error and Gemma3 sliding-window config error are unrelated." + "reason": "GenerationMixin import failure and sliding_window_pattern issue are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template-node compile error are different problems." + "reason": "Processor failure and template compilation failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask-shape mismatch and Gemma3 ZeRO-3 index error are not the same bug." + "reason": "Mask/index shape mismatch and ZeRO-3 loading index error are different concrete failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Mostly conservative, but not fully grounded in the packet. The canonical/best-issue reasons rely on body-level claims like \u201cconcrete, reproducible\u201d and \u201cnarrower reproduction,\u201d which are not supported by the metadata shown here. The accepted 44509/44512 docs pair is also only weakly justified from the titles alone, since they describe different removed docs topics rather than an obviously identical change." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the closely aligned DeepSpeed ZeRO-3 index-out-of-bounds loading issues, while the other verdicts are appropriately split by distinct model/backend/symptom combinations. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -578,13 +602,11 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:36331", "issue:39186", "issue:39290", "issue:39692", "issue:40990", "issue:41093", - "issue:41762", "issue:42915", "issue:43054", "issue:43296", @@ -625,6 +647,7 @@ "issue:45464", "issue:45507", "issue:45632", + "issue:45685", "issue:45698" ], "soft_pairs": [ @@ -640,17 +663,18 @@ "issue:43541|issue:44589", "issue:41093|issue:43596", "issue:43054|issue:43994", - "issue:40990|issue:44960", "issue:43716|issue:44918", - "issue:39186|issue:44918", + "issue:44918|issue:45685", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:44530|issue:45005", - "issue:44863|issue:45005", "issue:42915|issue:45399", - "issue:43873|issue:45005", "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", @@ -659,241 +683,240 @@ "issue:44292|issue:45507", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:43866|issue:44403", - "issue:36331|issue:41762" + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "62f08e0d122c65f4a427d1f9d66f92a3ff0221169ff87ec37ca974fb80ba22f9", + "prepared_review_unit_hash": "80f7dad570e1ac4eb4bc7022d3532f01dc24ceb9715a9bd44c1f007fa415379d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37278, - "estimated_input_tokens": 9320, - "estimated_eval_tokens": 18896 + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers/model-specific bugs, but there are a few real duplicate pairs around the same root regressions: non-persistent buffer corruption, SigLIP2 output degradation, and trust_remote_code cache/module mixups.", - "confidence": 0.85, - "canonical_issue_reason": "issue:43644 is the clearest root report for the non-persistent-buffer regression and sits at the center of the strongest duplicate chain with issue:43950 and issue:44534.", + "summary": "Most items are unrelated; the only clear duplicate family is the non-persistent-buffer regression in Transformers 5.x, with a separate likely SigLIP2 duplicate pair. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression: it states the root symptom explicitly and matches the related 43644/44534 reports most directly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single canonical issue because it describes the underlying bug most generally and has direct duplicate support from later reports with near-identical symptoms.", + "best_issue_reason": "issue:43950 is the broadest and most explicit issue in the only strong duplicate subcluster, so it is the best global issue anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL/vLLM load failure vs GGUF support for gpt-oss architecture." + "reason": "Different bugs: model loading/vLLM compatibility versus GGUF architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config-related v5 regressions, but they affect different fields/code paths and are not the same bug." + "reason": "Both involve config regressions, but they target different fields and failure modes." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Unrelated failures: int4 CUDA memory/OOM vs tied-weights translation-model regression." + "reason": "Int4 OOM from memory behavior is unrelated to tied-weights regressions." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/MoE-like models, but one is a torch-dynamo grouped_mm tracing error and the other is a tensor-parallel limitation." + "reason": "Grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel routing not working." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different code paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a distinct initialization bug from the pydantic PretrainedConfig break." + "reason": "Unexpected init_empty_weights argument and pydantic PretrainedConfig field breakage are distinct issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "No meaningful overlap beyond being model-specific issues; one is GGUF architecture support, the other is streaming inference." + "reason": "Unrelated: GGUF gpt-oss support versus Qwen3.5 streaming inference." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is a different regression from the PretrainedConfig/pydantic field issue." + "reason": "Qwen3-MoE sliding_window behavior is not the same as the pydantic config-field regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Both are loading-time errors, but the missing sliding_window_pattern on Gemma3TextConfig is unrelated to the MobileLLM key error." + "reason": "Gemma3 sliding_window_pattern/vLLM error and MobileLLM key error are different model-load bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Tracing/grouped_mm failure is unrelated to the missing Float8 storage serialization issue." + "reason": "Torch tracing grouped_mm failure is unrelated to missing Float8 storage lookup." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor shape mismatch and the other is a zero-sized dimension during DeepSpeed ZeRO-3 init." + "reason": "Mask-length mismatch and zero3 init index error do not describe the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both report the same SigLIP2 regression: text embeddings / AutoModel outputs are badly degraded or nonsensical." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Different model families and failure modes: high perplexity on gpt-oss-20b vs a GLM5 issue." + "reason": "Both report SigLIP2 producing wrong/nonsensical text-embedding outputs, likely the same underlying regression." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different bugs: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 embedding unpacking failure in TRL SFT trainer." + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5/TRL input-embedding unpacking." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "FSDP 'weight must be 2-D' is unrelated to the SFT trainer embedding unpacking error." + "reason": "SFT trainer unpacking failure and an MPS histogram op limitation are unrelated." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module cache collision, where the wrong local module is loaded after saving or when models share a leaf directory name." + "accept": false, + "reason": "Both concern loading custom code, but the failures are different: cache-path collision versus wrong module resolution after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Mistral3 tied-weight loading bug is different from the translation-model tied-weights regression described in issue:45005." + "reason": "Both mention tied weights, but they involve different model families and do not look like one concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn fallback blocking are unrelated regressions." + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "PagedAttentionCache on Qwen3.5 is a different runtime bug from tied weights in translation models." + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." }, { - "left": "issue:44863", + "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to translation tied-weights behavior." + "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to tied-weight regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3 MoE + FineGrainedFP8 failure is unrelated to flash-attn fallback gating." + "reason": "FP8 config failure for Qwen3-MoE is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a docs typo are not the same underlying issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different problem from tied weights in translation models." + "reason": "Quantization/offloading behavior does not match the tied-weights regression." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the removed transformers run command docs issue." + "reason": "FSDP 2-D weight runtime error and Qwen3.5 trainer unpacking are different failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies and outdated CLI docs are separate documentation issues." + "reason": "A typo in cache strategies is unrelated to removed command documentation." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking in TRL is unrelated to GraniteMoEHybrid invalid method calls." + "reason": "Qwen3.5 SFT unpacking failure and GraniteMoE invalid method are different code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime errors are different bugs." + "reason": "Incorrect detokenization and an NVFP4 runtime error are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x, described with very similar wording." + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug: from_pretrained corrupts non-persistent buffers / fills them with junk in Transformers 5.x." + "reason": "Same regression: v5 fills non-persistent buffers with junk/corrupts them on load." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Unrelated runtime/model-support failures." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc example errors are not the same as the broader SigLIP2 embedding quality regression." + "reason": "SigLIP2 docs/example errors and SigLIP2 embedding-quality complaints are related by model name only, not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different Qwen/Phi model training/runtime failures with different mechanisms." + "reason": "Autocast dtype mismatch is not the same as RLHF NaN explosion from 3D position_ids/SDPA fallback." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is unrelated to the loading-noise behavior issue." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "CustomTrainer unexpected argument and Gemma3 ZeRO-3 out-of-bounds are unrelated failures despite both involving training/loading." + "reason": "Corrupted checkpoint and noisy loading behavior are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical issue choice is well grounded: issue:43644 is clearly supported by the duplicate chain to 43950 and 44534, and the cluster summary stays appropriately cautious about the rest being mostly unrelated model-specific bugs. The accepted soft-edge pairs are also conservative given the packet, and I don't see any overstatement that would warrant rejection." + "feedback": "Grounded overall: the non-persistent-buffer regression cluster is supported by the titles and soft pairs, the SigLIP2 pair is phrased conservatively as likely, and all other soft-edge rejections stay cautious. No PRs are present in the packet." }, "evaluator_used": true, "retried": false, @@ -914,6 +937,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:36331", "issue:38175", "issue:41553", "issue:41762", @@ -955,7 +979,6 @@ "issue:45020", "issue:45081", "issue:45237", - "issue:45305", "issue:45313", "issue:45356", "issue:45399", @@ -963,28 +986,29 @@ "issue:45701" ], "soft_pairs": [ + "issue:36331|issue:41762", "issue:41553|issue:43883", "issue:43872|issue:44589", - "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43881", + "issue:43054|issue:45701", "issue:42947|issue:44387", - "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43643|issue:45020", "issue:43881|issue:43883", "issue:43975|issue:45520", + "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", - "issue:41762|issue:42915", "issue:42491|issue:44368", - "issue:43782|issue:44960", + "issue:41762|issue:42915", "issue:43975|issue:44451", - "issue:43824|issue:43872", "issue:44661|issue:45020", + "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45356", + "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", "issue:43792|issue:44220", @@ -994,271 +1018,264 @@ "issue:43257|issue:43866", "issue:43742|issue:45020", "issue:41553|issue:44991", - "issue:43872|issue:44291", "issue:43940|issue:45313", - "issue:42915|issue:43872", + "issue:43872|issue:44291", "issue:43854|issue:44863", - "issue:43257|issue:45305" + "issue:42915|issue:43872" ], - "prepared_review_unit_hash": "3a45aa316acf5c5e5d54d3730c425dc93bbf57944a5da7632eb90c389a130a5b", + "prepared_review_unit_hash": "1cc2649c6b92b6f048a34a2ddf5457e3517142fb597baf2b701e3f7bd677ea91", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37873, - "estimated_input_tokens": 9469, - "estimated_eval_tokens": 19194 + "serialized_chars": 37867, + "estimated_input_tokens": 9467, + "estimated_eval_tokens": 19190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers issues with only a few clear duplicate pairs: SigLIP2 implementation mismatch, remote_code/config loading regressions, docs about removed pipelines, and a bitsandbytes/_is_hf_initialized loading regression. Most other soft edges are different model-specific failures and should stay separate.", - "confidence": 0.58, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella for the recent remote_code / config-loading regression subset, even though the cluster overall is mixed.", + "summary": "The docs pair (43827/44509) is the clearest duplicate. The `_is_hf_initialized` bitsandbytes pair (43872/44291) also looks like the same incompatibility and should be treated as related rather than separate. The rest are too model-, symptom-, or subsystem-specific to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44509 is the clearest standalone representative of the v5 docs regression about removed pipeline tasks, with issue:43827 as the earlier/shorter variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best global issue candidate because it is open and captures the widest shared regression theme among the closest matches.", + "best_issue_reason": "issue:44509 is the best global issue representative because it states the docs problem most explicitly and appears to be the fuller report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch vs DeepSpeed ZeRO-3 model loading; different bugs." + }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and failures: Voxtral tokenizer error vs Molmo tied-weights attribute error." + "reason": "Bad tokenizer error message vs missing tied-weights attribute; different failures." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are loading/runtime errors, but the root causes differ: bitsandbytes init arg vs Float8 storage lookup." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "One is a SigLIP2 quality complaint; the other is a tokenizer/version regression. Not the same bug." + "reason": "Both involve loading-time type errors, but the concrete incompatibilities are different." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2, but one is zero probabilities and the other is lower embedding quality; too broad to merge." + "reason": "Same model family, but zero probabilities vs embedding quality regression are not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Unrelated model-loading failures for different models and error paths." + "reason": "Different model-loading problems with different symptoms." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Different areas: LoRA gradient checkpointing vs int4 quantization memory/OOM behavior." + "reason": "Specific SigLIP2 quality report vs broad tokenization-change report; too broad to merge." }, { - "left": "issue:43054", - "right": "issue:43493", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy causing degraded text embeddings." + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs int4 reserved-memory OOM; related area, different bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise report vs a specific ScandiBERT load failure; not the same underlying bug." + "reason": "Generic loading noise vs a specific model load failure." }, { "left": "issue:43643", "right": "issue:45020", - "accept": true, - "reason": "Both describe recent remote_code/config-loading breakage; 43643 looks like a specific manifestation of the broader regression." + "accept": false, + "reason": "Missing fields from trust_remote_code config vs broader remote_code breakage." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different models and different load errors." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression vs flash_attn import failure; unrelated code paths." + "reason": "Tokenizer detokenization regression vs flash_attn import key error." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is quality regression and the other is HF-vs-JAX discrepancy." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Different problems: tokenizer behavior vs AMD GPU incompatibility." + "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load-related, but they are model-specific complaints with no clear shared root cause." + "reason": "Generic loading noise vs inability to load a specific model." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Training memory issues, but one is gradient checkpointing with LoRA and the other is general Qwen3 MoE memory usage." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Different models and configurations: Gemma3 ZeRO-3 indexing error vs Qwen3 MoE FP8 load failure." + "reason": "Both mention Qwen3 training, but one is checkpointing effectiveness and the other is memory usage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3 and LoRA, but one is an hf4.x/hf5.x compatibility break and the other is a tie_word_embeddings warning." + "reason": "Both involve Qwen3 fine-tuning, but a LoRA compatibility break is not the same as a warning about tie_word_embeddings." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Different model families and unrelated failure descriptions." + "reason": "Different models and different ZeRO/FP8 loading failures." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:43975", + "right": "issue:44451", "accept": false, - "reason": "Import error for a missing class vs bitsandbytes parameter incompatibility; different underlying issues." + "reason": "Different bugs: incorrect detokenization vs model loading failure." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "A tokenizer mapping utility bug is not the same as the remote_code loading regression." + "reason": "Registry helper failure vs remote_code breakage; not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes parameter incompatibility." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback logic; unrelated." + "reason": "Tokenizer load failure vs flash-attn2 fallback gating." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code regression and Kimi-K2.5 tokenizer codec regression are different bugs." + "reason": "Broad remote_code regression vs a specific tokenizer regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different loading failures." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback gating; separate code paths." + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: removed pipeline tasks still referenced in v5 documentation." + "reason": "Same docs regression: both say removed v5 pipeline tasks are still referenced in documentation." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper cannot run is too broad to equate confidently with the specific fbank feature-extraction issue." + "reason": "Both are audio-related, but the reports are too vague to treat as one bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights vs non-persistent buffer corruption; distinct model state bugs." + "reason": "Untied lm_head bug vs non-persistent buffer corruption; different code paths." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + "reason": "Model-specific load KeyError vs flash-attn2 fallback gating." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure is model/config specific, not the remote_code regression." + "reason": "Qwen3 MoE FP8 training failure vs broad remote_code compatibility regression." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion vs corrupted Ovis2 checkpoint; different causes." + "reason": "Weight-conversion failure vs checkpoint corruption; different issues." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Different model-loading bugs with no shared concrete failure path." + "reason": "Model-specific KeyError vs broader remote_code regressions." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/loading failures for different models." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Both center on the unexpected `_is_hf_initialized` argument during model init / init_empty_weights loading." + "reason": "Different models and different loading problems." }, { "left": "issue:43940", "right": "issue:45313", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 weight-loading failure pattern across Qwen3 variants." - }, - { - "left": "issue:43854", - "right": "issue:44863", "accept": false, - "reason": "Different model families and different load failures." + "reason": "Both are ZeRO-3 weight-loading failures in Qwen variants, but the concrete symptoms differ too much." }, { - "left": "issue:44403", - "right": "issue:45020", - "accept": false, - "reason": "Generic loading noise and remote_code breakage are not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "FP8 config loading failure vs bitsandbytes Int8Params argument incompatibility." + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility during loading/init_empty_weights; the titles describe the same underlying bitsandbytes-related bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-specific checkpoint/load problems." + "reason": "Different models and different load failures." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Different Qwen3 training/deepspeed issues: weight conversion vs gradient averaging." + "reason": "Qwen3 MoE FP8 training failure is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The accepted duplicate pairs are plausible from the issue titles and themes, and the rejections generally avoid overclaiming shared root cause. The summary correctly characterizes the cluster as mostly heterogeneous with a few clear duplicate themes. One small omission is the Qwen3 ZeRO-3 pair, but that does not undermine the overall evaluation." + "accept": false, + "feedback": "Mostly grounded, but not conservative enough on at least one soft-edge pair: issue:43872 and issue:44291 both describe the same `_is_hf_initialized` loading incompatibility, so rejecting them as different subsystems overstates the distinction. Since the packet only gives titles, that pair should be treated as likely related or at least uncertain. The docs pair (43827/44509) looks fine." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1286,13 +1303,13 @@ "issue:41553", "issue:42617", "issue:42915", + "issue:43257", "issue:43317", "issue:43366", "issue:43531", "issue:43550", "issue:43596", "issue:43638", - "issue:43644", "issue:43645", "issue:43646", "issue:43824", @@ -1305,7 +1322,6 @@ "issue:44479", "issue:44488", "issue:44530", - "issue:44534", "issue:44560", "issue:44589", "issue:44661", @@ -1317,6 +1333,7 @@ "issue:44918", "issue:44928", "issue:45030", + "issue:45305", "issue:45313", "issue:45325", "issue:45357", @@ -1326,253 +1343,253 @@ ], "soft_pairs": [ "issue:44928|issue:45588", - "issue:36331|issue:41093", "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093", "issue:43872|issue:45538", - "issue:41093|issue:44805", "issue:44530|issue:44863", + "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", - "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43550|issue:44910", - "issue:43824|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", - "issue:42915|issue:43957", "issue:43950|issue:45325", "issue:44560|issue:44918", "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43646|issue:43950", - "issue:44560|issue:44805", + "issue:44155|issue:45584", "issue:44877|issue:45030", + "issue:44560|issue:44805", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "f49ee4c7b46a9b62ed03917a01b7498a973f7f8322ab87ff1f013b1e1fa3baaf", + "prepared_review_unit_hash": "4c127d489ed6f3d82b106f380ac55ddfe4c9d3e385f32988b09acf1b6cfbf369", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36228, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issue reports across different models and subsystems. Only a few soft pairs look like true duplicates: the Transformers 5 custom-model initialization regressions, the non-persistent buffer regression, and the SigLIP2 output regression.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue fits the whole cluster: the items span unrelated bugs and regressions, with only a handful of local duplicate pairs.", + "summary": "The cluster is mostly heterogeneous. Two soft-edge pairs are well supported as duplicates (43645/43646 and 41093/44805), while the SigLIP2 pair (38175/43994) is not firmly grounded from the packet and should be rejected. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the clearest broad representative of the Transformers 5.0 custom-model initialization regression; 43645 is the notebook-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no coherent umbrella bug in this set, so any single issue would misrepresent the cluster.", + "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the underlying custom-model initialization regression without the notebook-specific framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different failures: Qwen3.5 RLHF/SDPA BF16 gradient instability vs flash_attention crash on sink-less models." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unrelated symptoms and code paths: trainer API keyword mismatch vs mask/tensor shape IndexError." + "reason": "Different failures: Qwen3.5 RLHF/position_ids versus Flash Attention s_aux=None crash." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but for different models and different failure modes; not the same bug." + "reason": "Different models and code paths: Voxtral tokenizer error message versus sleng-bert loading failure." }, { - "left": "issue:43872", - "right": "issue:45538", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Bitsandbytes constructor incompatibility is unrelated to the CLIPTokenizer model_max_length issue." + "reason": "Both involve DeepSpeed, but one is weight conversion during loading and the other is gradient averaging during training." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: custom trainer signature mismatch versus tensor mask shape mismatch." + }, + { + "left": "issue:43872", + "right": "issue:45538", "accept": false, - "reason": "Same error family, but no evidence they come from the same concrete bug or code path." + "reason": "Unrelated subsystems: bitsandbytes parameter init versus CLIPTokenizer max-length constant." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Distinct model-specific problems: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure." + "reason": "Different model families and failures: Qwen3.5 paged attention crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same concrete mask/tensor shape mismatch error pattern; these look like duplicate reports of the same indexing bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video flows, but one is a broad regression and the other is a specific embedding StopIteration failure." + "reason": "Different Qwen video regressions with different symptoms and likely different failure points." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems: DeepSpeed training RuntimeError vs image processor void segmentation map handling." + "reason": "DeepSpeed training weight-shape error is unrelated to void segmentation-map processing." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and torch.autocast dtype mismatch are unrelated." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription failure are different bugs." + "reason": "GGUF/gpt-oss support request is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF topics with no shared concrete failure path." + "reason": "Different Qwen/GGUF topics; sliding_window bug is not the same as gpt-oss GGUF support." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model families and different bugs: torch.compile/SDPA vs FlashAttention 3D position_ids handling." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Importing a specific class and meta-device loading regressions are separate issues." + "reason": "Different code paths: torch.compile/SDPA on Bamba versus Flash Attention crash from Qwen3.5 3D position_ids." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression in Transformers 5.0.0; one report is just more specific (Jupyter notebooks)." + "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific variant." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF architecture support vs missing Float8 storage object." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs meta-device model loading regression." + "reason": "Completely different problem areas: GGUF support versus missing Float8 storage type." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to Qwen2.5-VL rope/index scaling." + "reason": "Different regressions: non-persistent buffer corruption versus Qwen2.5-VL rope-index scaling." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different bugs: video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure." + "reason": "Different models and failures: Qwen3-vl-embedding video StopIteration versus Qwen3.5 embedding unpacking with TRL." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + "reason": "Not the same bug; 3d_parallel.py run failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime issues: FineGrainedFP8Config on Qwen3Moe versus meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing model class is unrelated to meta-device loading regressions." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import breakage and Qwen3Moe FP8 loading are unrelated." + "reason": "Unrelated: GenerationMixin import error versus Qwen3Moe FP8 failure." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model regression causing incorrect/zero probabilities and nonsensical outputs; the second is the broader symptom report." + "accept": false, + "reason": "The packet only shows two SigLIP2 symptom reports with different titles; that is not enough to firmly establish the same underlying model/processor mismatch regression." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model init regression and non-persistent buffer corruption are separate Transformers 5.x bugs." + "reason": "Custom model initialization regression is unrelated to buffer persistence corruption in from_pretrained()." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Video-generation StopIteration and generic mask shape mismatch are unrelated." + "reason": "Different audio/whisper bugs with different failure modes and code paths." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config validation issues, but they affect different models and are not the same bug." + "reason": "Strict config rejection for granite_speech is unrelated to tiny-random glm4v config validation." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration versus mask shape mismatch." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 BertModel initialization failure is unrelated to tokenizer-mapping add-new-model-like behavior." + "reason": "Different issues: zero-sized tensor with DeepSpeed ZeRO-3 versus tokenizer-mapping restriction in add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different code paths and symptoms: ZeRO-3 index error vs tokenizer mapping failure." + "reason": "Related only by custom-model loading context; the ZeRO-3 BertModel index error is not the tokenizer-mapping bug." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure is unrelated to disabling mmap for Strix Halo OOM." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Same regression about non-persistent buffers being filled with junk in Transformers v5; the titles are effectively the same bug." + "reason": "Different topics: gpu/cpu offload dequantized-model loading versus Strix Halo mmap OOM mitigation." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but the documented example errors are not clearly the same root cause as the zero-probabilities regression." + "reason": "Same model family, but docs-example errors are not the same concrete bug as the zero-probabilities report." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 ZeRO-3 weight loading and incorrect visual encoder save keys are different bugs." + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster-level summary is grounded in the packet: the items span many unrelated model/subsystem failures, and the three accepted soft pairs are plausible near-duplicates based on their titles. The rejected pairs are phrased conservatively and do not overclaim equivalence." + "accept": false, + "feedback": "Most judgments are conservative, but one accepted soft-edge pair is overstated relative to the packet: issue:38175 vs issue:43994 are only shown as two SigLIP2 symptom reports with different titles, so calling them the same underlying model/processor mismatch regression is not firmly grounded here. The other accepted pairs (43645/43646 and 41093/44805) are better supported. No PR-pair mergeability concerns apply because there are no PRs." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1613,13 +1630,13 @@ "issue:43957", "issue:43994", "issue:44075", - "issue:44155", "issue:44164", "issue:44291", "issue:44387", "issue:44402", "issue:44451", "issue:44488", + "issue:44534", "issue:44661", "issue:44683", "issue:44756", @@ -1639,282 +1656,282 @@ "issue:45759" ], "soft_pairs": [ + "issue:43644|issue:44534", "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42491|issue:43720", - "issue:41720|issue:42915", "issue:43708|issue:44075", "issue:43854|issue:43931", + "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:43856|issue:43873", "issue:43257|issue:43854", - "issue:42915|issue:44756", "issue:39692|issue:43994", - "issue:44488|issue:44991", + "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:43856|issue:44387", "issue:44661|issue:44683", "issue:43644|issue:43645", - "issue:45362|issue:45406", "issue:44910|issue:45588", + "issue:45362|issue:45406", "issue:42491|issue:45292", + "issue:44488|issue:44991", "issue:43404|issue:43454", "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:44164|issue:44291", - "issue:41720|issue:44155", "issue:44402|issue:44488", - "issue:39692|issue:44960", "issue:43425|issue:43957", + "issue:39692|issue:44960", "issue:42947|issue:45704", - "issue:43873|issue:44387", "issue:43335|issue:45663", "issue:45663|issue:45759", + "issue:43873|issue:44387", "issue:44387|issue:44756", - "issue:44291|issue:44756", - "issue:43854|issue:45216" + "issue:43854|issue:45216", + "issue:44291|issue:44756" ], - "prepared_review_unit_hash": "24566ff4e2209aa9feed2401135e79bd80b14eea04a6dff752a1750ac0004a9f", + "prepared_review_unit_hash": "02f177fc4e942d4b2957868b5b81eee54a48b58beb651e94ce38f0240b5bada8", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37373, - "estimated_input_tokens": 9344, - "estimated_eval_tokens": 18944 + "serialized_chars": 37315, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; there is one likely duplicate subgroup around `resize_token_embeddings` not propagating to nested embeddings in Gemma/T5Gemma variants, but the rest of the items look unrelated.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45276 is the broadest description of the `resize_token_embeddings` regression, covering nested embedding/output weight updates rather than a single narrow symptom.", + "summary": "Mostly unrelated Transformers regressions with one clear duplicate-like pair around non-persistent buffers, plus one plausible same-API resize_token_embeddings pair. The rest are best treated conservatively as separate issues based on title-level evidence alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43644 is the strongest issue to anchor the cluster because its title describes a concrete Transformers 5 regression, and it has the clearest accepted duplicate-like match in the packet. That makes it the best representative without relying on body details that are not provided.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best representative of the only plausible duplicate cluster: it states the underlying embedding-resize bug more generally than the paired report.", + "best_issue_reason": "issue:43644 is the best standalone issue in this packet because it is a clear, concrete regression with a strong duplicate-like counterpart. Among the candidates, it is the most suitable representative for the shared Transformers 5 buffer-handling problem visible from the titles.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "The titles describe the same Transformers v5 non-persistent buffer junk regression in near-identical wording." + }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific generation failures, but one is a generic GLM5 report and the other is a Qwen3.5 flash-attention crash; not the same bug." + "reason": "Different models and different failure modes: GLM5 versus Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but they target different checkpoints and likely different model metadata problems." + "reason": "Both are model-load failures, but they refer to different checkpoints and do not clearly indicate the same root bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths: one is LoRA compatibility across HF versions, the other is BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Same broad family (Qwen3 MoE) but different failures: device-mapping CUDA assert vs FineGrainedFP8Config loading." + "reason": "Different code paths: qwen3_moe LoRA compatibility on hf5.x versus BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and optimizer argument handling are unrelated bugs." + "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD argument handling." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures on different architectures; no shared code-path is evident." + "reason": "Same broad area of loading, but the titles point to different symptoms and different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is a CUDA assert in auto device mapping and the other is a FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/Qwen3-MoE compatibility is unrelated to token embedding resizing in Gemma4." + "reason": "The qwen3_moe version-compatibility problem is not the same as resize_token_embeddings propagation." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/resource issues, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior." + "reason": "Training-memory inefficiency and offloading failing with quantization are related only at a very high level." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3Moe FP8 loading and Strix Halo mmap OOM are different subsystems and failure modes." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7 test loading." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs example with model/processor mismatch and the other is a specific checkpoint producing bad outputs; not clearly the same bug." + "reason": "Both mention SigLIP2, but one is a documentation example issue and the other is nonsensical inference results." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both involve tokenizer loading, but they affect different models and no common underlying regression is shown." + "reason": "Different problems: Qwen3 MoE FP8 failure versus Strix Halo mmap OOM." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE LoRA incompatibility is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "LoRA/version compatibility for qwen3_moe is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Different quantization issues: training memory inefficiency vs int4 reserved-memory/OOM regression." + "reason": "Both are memory-related, but one is training memory use and the other is increased reserved CUDA memory in int4 inference." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping registration and compiled flex_attention are unrelated." + "reason": "Tokenizer-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is junk-filled non-persistent buffers, the other is notebook custom-model initialization; both may be v5 regressions but not the same bug." + "reason": "Both are Transformers 5 regressions, but the titles describe different failure modes and not the same code-path bug." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 chat crashes and Gemma4Processor missing `_tokenizer` are different model-specific failures." + "reason": "Both are flash-attention crashes, but the mechanisms differ: packed 3D position_ids versus s_aux=None on sink-less models." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both touch flash-attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError in sink-less models." + "reason": "Different model families and symptoms: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/Qwen3-MoE compatibility is not the same bug as generic `resize_token_embeddings` not updating output embeddings." + "reason": "qwen3_moe version incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load issues, but they concern different models and the titles do not indicate the same root cause." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve untied `lm_head`, but they are different model classes with different generation paths; too model-specific to merge as one duplicate." + "reason": "Both involve lm_head tying, but the titles indicate different model implementations and not a clearly shared fix." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "A GenerationMixin import error and Whisper `return_language` pipeline regression are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report the same underlying regression: `resize_token_embeddings` does not propagate to nested embeddings/output weights in composite Gemma/T5Gemma models." + "reason": "Very similar API regression: resize_token_embeddings appears not to propagate to the relevant downstream embeddings/output weights in related model variants." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Saving/loading extra_state and `init_empty_weights` `_is_hf_initialized` are distinct serialization/init bugs." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leak are unrelated." + "reason": "save/from_pretrained extra_state handling is not the same as init_empty_weights rejecting _is_hf_initialized." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "One is a tokenizer vocab-size mismatch for a specific model, the other is a separate model loading failure." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 docs errors and a GLM5 report are unrelated model families." + "reason": "Different loading issues: out-of-vocab token ids versus a separate BERT model load failure." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading failures are different regressions." + "reason": "Torch 2.10 incompatibility is broader and different from meta-device loading breakage." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and T5 using apex FusedRMSNorm are unrelated." + "reason": "SigLIP2 documentation/model mismatch is unrelated to GLM5." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Quantization offloading expectations and int4 reserved-memory OOM are not the same concrete issue." + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are distinct problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug and Gemma-4 FSDP2 shared_kv_states error are different model internals." + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states rebuilding are different bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 attention state rebuilding and Qwen 3.5/3.6 `from_config` text_config unwrapping are unrelated." + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3.5 multimodal config unwrapping are different issues." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Int4 quantization OOM and Strix Halo mmap OOM are different memory problems with different triggers." + "reason": "Offloading+quantization behavior is not the same issue as int4 reserved-memory growth/OOM." }, { - "left": "issue:44291", + "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` loading error and Strix Halo mmap OOM are unrelated." + "reason": "Both mention memory pressure, but one is int4 CUDA reservation and the other is mmap OOM on Strix Halo." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model/version problems." + "reason": "Qwen3-VL unit-test load failure is not the same as Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to mmap/OOM behavior." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays appropriately conservative. The one accepted duplicate pair (45276/45335) is well supported by the titles and the shared `resize_token_embeddings` propagation bug. The rest of the soft-edge rejections avoid overclaiming and do not appear to merge unrelated issues." + "accept": false, + "feedback": "The pair judgments are mostly conservative, but the overall summary overstates what is supported by the packet. In particular, the claims that issue:43644 is \"specific, reproducible\" and that it has a \"clearer shared code-path\" are not grounded in the provided evidence (we only have titles/body lengths, not body details). The canonical/best-issue rationale should be softened to avoid asserting evidence not present in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1933,6 +1950,7 @@ "cluster_id": "cluster-15354-384", "nodes": [ "issue:39404", + "issue:41720", "issue:42947", "issue:43257", "issue:43299", @@ -1944,12 +1962,13 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43854", + "issue:43856", "issue:43901", "issue:43906", "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", + "issue:44155", "issue:44164", "issue:44265", "issue:44292", @@ -1959,8 +1978,6 @@ "issue:44509", "issue:44530", "issue:44589", - "issue:44671", - "issue:44743", "issue:44756", "issue:44805", "issue:44863", @@ -1970,7 +1987,6 @@ "issue:44918", "issue:44928", "issue:44960", - "issue:44991", "issue:45084", "issue:45276", "issue:45292", @@ -1983,285 +1999,279 @@ ], "soft_pairs": [ "issue:44292|issue:44912", - "issue:44743|issue:44960", - "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45684|issue:45698", "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:45588|issue:45663", + "issue:41720|issue:44155", "issue:44479|issue:44877", "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", "issue:45292|issue:45335", "issue:44402|issue:44451", "issue:43645|issue:44164", - "issue:43257|issue:44863", "issue:43828|issue:43957", "issue:43425|issue:43828", - "issue:39404|issue:45701", + "issue:43257|issue:44863", "issue:44589|issue:44756", "issue:44479|issue:45663", - "issue:43931|issue:44863", + "issue:39404|issue:45701", "issue:43906|issue:44530", "issue:43611|issue:43645", "issue:44530|issue:45084", "issue:43425|issue:43716", - "issue:39404|issue:44912", + "issue:43931|issue:44863", "issue:43901|issue:44509", + "issue:39404|issue:44912", "issue:44863|issue:45663", "issue:44265|issue:44898", "issue:43299|issue:43931", "issue:44479|issue:44805", - "issue:43994|issue:44079", - "issue:44671|issue:44991", - "issue:39404|issue:44671", - "issue:43425|issue:44918" + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "cecc7395e8c2b83be9c11081938997f6b4564fd76e2f057caa650afd76bedb99", + "prepared_review_unit_hash": "391b0b8112505ee8094ded6241132749fce0432f4560038eb93e84841a906d3d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 38104, - "estimated_input_tokens": 9526, - "estimated_eval_tokens": 19308 + "serialized_chars": 37523, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are distinct regressions affecting different models, code paths, or behaviors. The only clear duplicate cluster here is the resize_token_embeddings propagation bug around output_embeddings / decoder.embed_tokens, where the Gemma4 and T5Gemma reports describe the same underlying failure pattern.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45292 is the cleanest general representative of the resize_token_embeddings regression because it states the core symptom without model-specific noise, and it matches the shared output_embeddings failure described in the nearby model-specific reports.", + "summary": "The cluster is mostly heterogeneous. The only convincing duplicate family is the resize_token_embeddings regression affecting model-specific output/input embeddings; the rest of the pairs appear to be distinct bugs or unrelated regressions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the best representative of the resize_token_embeddings family because it states the broader regression and names concrete affected Gemma-4 embedding paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best standalone anchor for this cluster: it is broad, concise, and captures the shared API-level bug that the other resize_token_embeddings reports appear to instantiate.", + "best_issue_reason": "issue:45276 is the most actionable and generalizable report in the cluster; it captures the core embedding-resize failure with explicit affected fields.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Same broad quantization/loading theme, but different models and different failure modes; not the same underlying bug." - }, - { - "left": "issue:44743", - "right": "issue:44960", - "accept": false, - "reason": "Different model families and different runtime behavior; no shared concrete code-path bug." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "One is a meta-device loading regression, the other is an mmap/OOM workaround issue; unrelated." + "reason": "Different bugs: one is a Qwen3 NVFP4 load/run failure, the other is an MXFP4 quantization fallback to bf16." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other about eval-mode prohibition; different bugs." + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other is eval-mode incompatibility." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom-model save/load flows, but one is a permissions propagation issue and the other is the wrong module being loaded." + "reason": "Same save/load area, but the reported failures differ: read-only permission propagation vs loading the wrong custom module." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Both describe the same resize_token_embeddings propagation failure; 45276 is the Gemma4-specific manifestation of the broader output_embeddings bug." + "reason": "Same underlying resize_token_embeddings regression affecting output embeddings; the second is a shorter, generic formulation of the first." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different problems: eval-mode checkpointing restriction versus RLHF NaN/SDPA fallback instability." + "reason": "Unrelated problems: eval-mode checkpointing support versus RLHF NaN/SDPA fallback behavior in Qwen3.5." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state serialization failure is unrelated to the mmap/OOM issue." + "reason": "Different subsystems and symptoms: extra_state handling in save/from_pretrained versus mmap-related OOM on Strix Halo." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Different subsystems and failure points: flash attention aux handling versus Gemma4 FSDP2 shared_kv_states construction." + "reason": "Both touch model internals, but one is a flash_attention AttributeError and the other is a Gemma-4 FSDP2 KeyError." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different bugs: auto device mapping cudaErrorAssert on Qwen3 versus batched inference token leakage in AudioFlamingo3." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "One is a video-input regression in Qwen models; the other is strict config handling for granite_speech." + "reason": "Distinct regressions: video input handling for Qwen VL models versus strict config loading for granite_speech." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and Trainer resume/max_steps calculation are unrelated." + "reason": "Custom model initialization breakage and Trainer max_steps resume logic are unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different issues: a GLM-4.7-Flash loading failure versus a generic GLM5 issue with no matching concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying bug." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report the same resize_token_embeddings bug on model embeddings; 45335 is the T5Gemma-specific variant of the broader output_embeddings regression." + "reason": "Same resize_token_embeddings bug family; both report the method failing to update model-specific output/input embeddings." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are different issues." + "reason": "The second is a generic model-load failure and does not clearly match the specific tokenizer vocab-size issue in the first." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook-defined custom model initialization and extra_state save/load handling are distinct regressions." - }, - { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Different model-loading failures for different architectures; not the same code-path bug." + "reason": "Jupyter/custom-model initialization and extra_state save/load handling are different failures." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failure are separate bugs." + "reason": "Different problems: autocast dtype mismatch versus meta-device loading breakage." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version compatibility and an autocast dtype mismatch are not the same issue." + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete failure as the Phi-tiny-MoE autocast dtype mismatch." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to tokenizer version-dependent behavior." + "reason": "Both are loading-related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap/OOM problem." + "reason": "Float8 storage resolution and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Video-input regression in Qwen models and Gemma4 FSDP2 state handling are different bugs." + "reason": "Video-input regression for Qwen VL models is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Different model families and distinct checkpoint-loading failures." + "reason": "Whisper pipeline return_language behavior and tokenizer-version-dependent tokenization changes are different bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Insufficient evidence of a shared underlying bug; one is only an isolated reproduction reference." + "reason": "An isolated reproduction of an old issue is not the same concrete bug as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 custom-model regressions, but they affect different mechanisms and should not be merged." + "reason": "Both are Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom model initialization in notebooks." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and template-node compilation TypeError are unrelated." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and a model/preprocessor dtype mismatch are different problems." + "reason": "A Torch version incompatibility and a Mistral-3 image preprocessor dtype mismatch are different issues." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization loading are unrelated." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are distinct model-specific failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline task deprecations and different pages." + "reason": "Both are docs issues, but they concern different removed or mismatched pipeline tasks." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization falling back to bf16." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "NemotronH checkpoint loading and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Perceiver non-default-resolution failure are different code paths." + "reason": "torch.export/export failures with torch_compilable_check are not the same as Perceiver non-default-resolution interpolation bugs." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading regression and Qwen3-VL weight-shape mismatch are distinct loading issues." + "reason": "Both involve Qwen3-VL, but one is a Transformers 5.0.0.dev0 loading regression for MoE models and the other is a weight-shape mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask shape IndexError are different failures." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "CamemBERT MLM prediction regression and tokenizer loading failure are separate issues." + "reason": "Video input regression and mask-shape IndexError are different failure modes." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Whisper pipeline return_language and CamemBERT MLM predictions are unrelated bugs." + "reason": "Training memory inefficiency in Qwen3 MoE and Strix Halo mmap OOM are not the same underlying issue." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking in TRL are different regressions." + "reason": "Float8 storage lookup failure and non-template-node compilation errors are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays appropriately conservative. The only soft-edge accepts (45276\u219445292 and 45292\u219445335) are well-supported by the near-identical resize_token_embeddings/output_embeddings wording and the high similarity scores. The non-duplicates are mostly correctly rejected, and the choice of 45292 as the canonical anchor is reasonable because it is the broadest formulation of the shared bug." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted resize_token_embeddings pairs are well supported by the issue titles and appear to be the same bug family, while the rejected pairs are phrased cautiously and do not overclaim duplicates. " }, "evaluator_used": true, "retried": false, @@ -2306,19 +2316,19 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", - "issue:43957", + "issue:43994", + "issue:44079", "issue:44164", "issue:44206", "issue:44220", "issue:44451", "issue:44466", + "issue:44479", "issue:44488", "issue:44530", - "issue:44589", + "issue:44671", "issue:44683", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2332,279 +2342,282 @@ "issue:45759" ], "soft_pairs": [ - "issue:43856|issue:44756", - "issue:44589|issue:45084", "issue:43596|issue:44683", "issue:40990|issue:42947", "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43994|issue:44079", "issue:44164|issue:45759", "issue:36032|issue:43452", - "issue:32090|issue:39404", "issue:44991|issue:45081", - "issue:43957|issue:44164", - "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:40990|issue:43421", + "issue:43582|issue:43632", "issue:43883|issue:44488", "issue:43611|issue:43644", - "issue:44488|issue:44987", "issue:44206|issue:44220", "issue:43716|issue:45084", + "issue:44488|issue:44987", "issue:34567|issue:40444", "issue:43643|issue:44530", "issue:44811|issue:45584", "issue:43644|issue:43646", - "issue:36032|issue:42915", "issue:43883|issue:44991", "issue:44451|issue:44987", + "issue:36032|issue:42915", "issue:43541|issue:45084", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", "issue:44849|issue:45325", - "issue:36032|issue:43645", "issue:43404|issue:44466", - "issue:44987|issue:44991", + "issue:36032|issue:43645", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "e255bb86267d6131dedc9646957504987dc0c2696dc169b2b386156846c5cbbf", + "prepared_review_unit_hash": "97d58b9f522c5b35a8f056044f5a0ecb399402c65a2bfa15f23bd50481d42d45", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37846, - "estimated_input_tokens": 9462, - "estimated_eval_tokens": 19180 + "serialized_chars": 37900, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous issue-only cluster with many unrelated Transformers regressions and model-specific bugs. None of the proposed soft edges look like true duplicates; they mostly share broad themes (v5 loading, Whisper, Qwen, tokenizer/runtime issues) without the same concrete failure mode.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated bugs across training, tokenizers, multimodal loading, serialization, and version regressions.", + "summary": "This cluster is heterogeneous, and I found no soft pair strong enough to accept under a strict duplicate bar. The closest candidates are the two audio-loading reports and the two GGUF-loading reports, but the packet marks both as non-deterministic, so I kept them as separate issues.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43452 is the closest thing to a cluster anchor because it is the broadest concrete loading-regression report and sits in the strongest topical subgroup, but the evidence is still too weak to treat the cluster as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the broadest representative of the Transformers v5 model-loading regression reports, so it is the closest anchor despite the cluster not being a true duplicate set.", + "best_issue_reason": "43452 is the most representative issue to keep as the cluster\u2019s anchor: it is broad, concrete, and closest to the other loading-related reports without claiming an unsupported duplicate merge.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Different problems: Qwen3 MoE memory usage during training vs an mmap/OOM workaround for Strix Halo." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Unrelated failures: missing Float8 storage object vs a template-compilation error." - }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO3/BERT init error vs compiled flex_attention on newer torch." + "reason": "Different failures: deepspeed zero3 initialization vs torch compile/flex_attention tracing." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Different symptoms and subsystems: high perplexity on gpt-oss vs gradient checkpointing with PEFT LoRA." + "reason": "Perplexity regression is a different problem from gradient-checkpointing behavior." }, { "left": "issue:43425", "right": "issue:45685", "accept": false, - "reason": "Torch version compatibility issue vs an MPS MoE histogram kernel limitation; not the same bug." + "reason": "Torch version incompatibility and an MPS kernel TypeError are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT masked-LM predictions; unrelated code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading regression vs masked-LM prediction regression; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Bad model/pipeline output is different from ModelOutput key assignment logic." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to unwrapping text_config in composite configs." + "reason": "extra_state serialization and multimodal config unwrapping are distinct loading/serialization bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token method conflict vs gguf_file loading regression; different failure modes." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error vs Whisper pipeline return_language regression." + "reason": "Tokenizer special-token conflict is a different failure mode from GGUF loading." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta vs a Mistral regex patch crash; not the same defect." + "reason": "Different tokenizer-loading bugs in different models." }, { - "left": "issue:43957", - "right": "issue:44164", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Meta-device loading breakage is different from extra_state serialization handling." + "reason": "Trainer GPU broadcast crash vs Whisper return_language pipeline behavior." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs the _is_hf_initialized flag regression." + "reason": "extra_state handling and video-input regression are unrelated." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Two different Mistral/tokenizer loading issues with different root causes." + "reason": "Different model-loading failures with no shared concrete code path." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on a model/data setup vs runtime special-token post-processor updates." + "reason": "Perplexity regression is unrelated to runtime post-processor updates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup vs _is_hf_initialized flag regression are different bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading sleng-bert." + "reason": "Missing tied-weights metadata is not the same as a tokenizer/model load failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization; different bugs." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Different model-loading regressions affecting different checkpoints and failure points." + "reason": "base_model_prefix loading regression and non-persistent buffer serialization are distinct issues." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center argument in LasrFeatureExtractor is not the same as _torch_extract_fbank_features behavior." + "reason": "Both are audio feature-extraction reports, but the packet does not pin them to the same failing code path, so this is not strong enough to merge." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs a template-node compilation error." + "reason": "Mistral dtype mismatch and template-compilation failure are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoint-loading failures for different models." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking bug vs Qwen2.5-VL iterable dataset with multiple images." + "reason": "Token-count tracking is unrelated to iterable-dataset finetuning failures." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig is unrelated to PagedAttentionCache linear_attention failures." + "reason": "AutoConfig remote-code field loss and PagedAttentionCache linear_attention crash are different code paths." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling is a different issue from empty-transcription generation after align_special_tokens." + "reason": "Both involve Whisper special tokens, but one is batch_decode behavior and the other is empty-transcription generation." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both involve v5 custom-model behavior, but one is non-persistent buffer serialization and the other is custom model initialization; not the same concrete bug." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict is unrelated to Qwen3 MoE FineGrainedFP8Config failure." + "reason": "Non-persistent buffer serialization vs custom model initialization are not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error vs tokenizer loading failure for a specific model." + "reason": "Tied-weights metadata issues are different from tokenizer-loading regressions." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "ScandiBERT loading failure and physical-intelligence/fast loading failure are separate model-specific regressions." + "reason": "These are different checkpoint-loading failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer conflict and FP8 config failure are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral torch-dynamo tracing error at grouped_mm is unrelated to a template compilation error." + "reason": "Compiler/tracing errors, but different ops and failure modes." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file breaking from_pretrained calls is different from Qwen2.5-GGUF failing under transformers v5." + "reason": "They are both GGUF/loading reports, but the packet does not provide enough evidence that they are the same concrete bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FP8 training issue vs PagedAttentionCache linear_attention crash; different concrete problems." + "reason": "Different Qwen/MoE attention-cache and FP8 configuration failures." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map=auto dequantized offload failure is unrelated to Qwen2.5-GGUF loading under v5." + "reason": "Dequantized offload/device-map loading is not the same as GGUF model loading." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is separate from Qwen2.5-VL rope-index scaling." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer method conflict and notebook custom-model initialization are different regressions." + "reason": "Hidden-states output bug vs RoPE indexing bug; different failures." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Untied lm_head in Mistral3 is not the same as device-dependent inconsistent serialization of lm_head.weight." + "reason": "Both mention tied weights, but one is tie setup and the other is serialization behavior." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Two different model-loading failures with different affected checkpoints and failure points." + "reason": "Tokenizer conflict vs Jupyter custom-model initialization are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error vs invalid method call are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates evidence in the packet. Two soft pairs were marked accepted (44206/44220 and 43452/43482), but the packet\u2019s own `soft_pairs` entries have `deterministic_accept: false` for both, so calling them true duplicates is not conservative. The summary also says \"only two soft pairs look like true duplicates,\" which is stronger than the packet supports. The rest of the rejections are mostly conservative, but these accepted soft edges make the result too assertive." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -2623,10 +2636,8 @@ "cluster_id": "cluster-15354-384", "nodes": [ "issue:36032", - "issue:40444", "issue:40990", "issue:41553", - "issue:41720", "issue:42175", "issue:42915", "issue:43262", @@ -2635,6 +2646,7 @@ "issue:43322", "issue:43377", "issue:43404", + "issue:43425", "issue:43531", "issue:43540", "issue:43582", @@ -2643,11 +2655,11 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43818", "issue:43819", "issue:43856", "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -2662,262 +2674,265 @@ "issue:44811", "issue:44877", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45542", - "issue:45663" + "issue:45542" ], "soft_pairs": [ "issue:43262|issue:43377", "issue:43646|issue:44534", + "issue:44987|issue:44991", "issue:43994|issue:44610", - "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43322|issue:43540", - "issue:43377|issue:43819", "issue:44220|issue:44683", + "issue:43377|issue:43819", "issue:44451|issue:45081", "issue:45216|issue:45357", "issue:42915|issue:45084", + "issue:43645|issue:44534", "issue:44265|issue:44610", "issue:44987|issue:45081", "issue:43404|issue:45127", - "issue:43632|issue:44756", "issue:41553|issue:43582", - "issue:44062|issue:44987", - "issue:42915|issue:44291", - "issue:44479|issue:45325", + "issue:43632|issue:44756", "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:44062|issue:44987", "issue:36032|issue:43742", "issue:43531|issue:44877", - "issue:43611|issue:44534", "issue:42915|issue:44589", - "issue:44079|issue:45663", - "issue:40444|issue:45325", + "issue:43611|issue:44534", "issue:40990|issue:44811", + "issue:44479|issue:45325", "issue:43317|issue:43856", "issue:42175|issue:45542", - "issue:36032|issue:41720" + "issue:43425|issue:44403", + "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "bd83c715d17aa61f4c0a0468d316c3010607f05318b731b727f1f4f9e6a1c396", + "prepared_review_unit_hash": "1f14cf28190678211b545eeb61a4aeb76ec10326ac8bca0ef6c6705950f526f5", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36679, - "estimated_input_tokens": 9170, - "estimated_eval_tokens": 18596 + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer-loading, multimodal, quantization, device-mapping, and config-regression reports. None of the soft pairs look like the same concrete bug or change, so no duplicates should be merged here.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges; the items cover many unrelated failure modes across different models and subsystems.", + "summary": "This set is mostly a loose bundle of unrelated Transformers regressions, with only two clear duplicate-like pairs: Qwen3.5 save_pretrained checkpoint/key issues, and TensorFlow backend packaging/install issues. Most other soft pairs are only thematically similar, not the same bug.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43611 is the broadest, most central Transformers v5 model-loading regression in the set; the other items are either narrower variants or unrelated edge cases.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is thematically fragmented rather than one bug family.", + "best_issue_reason": "43611 has the strongest duplicate-hub value because it describes a general v5 loading breakage that can subsume several nearby model-init/load regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to MIMI batched-vs-single padding-mask behavior." + "reason": "Both are audio-related, but one is a chat-template sampling-rate bug and the other is a batching/padding-mask consistency bug in MIMI; different code paths." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is a different issue from non-persistent buffer corruption." + "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are distinct Transformers v5 regressions." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo input-size mismatch are separate model-specific bugs." + "reason": "Both are model-loading failures, but they target different models and symptoms; not the same concrete bug." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Jupyter/custom-model init problems do not match the non-persistent buffer junk-data regression." + "reason": "Different multimodal problems: bad SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Loading noise vs tokenizer patch crash are distinct symptoms and code paths." + "reason": "One is warning/noise during loading, the other is a Mistral tokenizer crash in regex patching; not the same issue." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video ValueError are different multimodal failures." + "reason": "Different model families and failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "MIMI padding-mask mismatch is unrelated to DAC forward/from_latents STE behavior." + "reason": "Audio feature extraction bug and compiled flex_attention torch-version breakage are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Feature-extraction issues in audio helpers are not the same as compiled flex_attention failures." + "reason": "Both touch audio models, but one is padding-mask batching mismatch in MIMI and the other is DAC.from_latents/STE mismatch; different defects." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are separate tokenizer/model-loading bugs." + "reason": "Different tokenizer/model loading problems with no shared concrete failure mode." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is checkpoint saving correctness and the other is visual-encoder key naming; not the same fix." + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression: incorrect checkpoint contents/visual encoder keys after v5.4+." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to template compilation errors." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage and non-persistent buffer junk are separate v5 behavior regressions." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are unrelated." + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo image preprocessing size mismatch." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast and Mistral tokenizer backend access are different loading paths." + "reason": "A specific model load failure and a Mistral tokenizer regex-patch crash are different bugs." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Untied lm_head weights in Mistral3 are not the same bug as LoRA merge collapse with extended vocab." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized flag regression and Strix Halo mmap OOM are unrelated runtime issues." + "reason": "Both involve weights/tied embeddings, but one is missing lm_head tying in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same bug." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad tokenizer error messaging for Voxtral is unrelated to Apple Silicon TypeError in caching_allocator_warmup." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "AddedToken special-argument duplication and physical-intelligence/fast loading failure are different bugs." + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure is not the same as init_empty_weights/_is_hf_initialized argument breakage." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are different issues." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Video-input regression in Qwen3.5/Qwen2.5-VL is different from still-image rope-index scaling." + "reason": "Different loading/runtime failures: Qwen3Moe FP8 config vs init_empty_weights/_is_hf_initialized argument handling." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated model-loading versus attention-window bugs." + "reason": "AddedToken special-argument duplication is unrelated to a model-specific loading failure." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are separate tokenizer/model init problems." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are separate tokenizer/model-loading bugs." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are not the same underlying issue." - }, - { - "left": "issue:43611", - "right": "issue:44534", - "accept": false, - "reason": "base_model_prefix loading regression and junk non-persistent buffers are different Transformers v5 breakages." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to missing Float8 storage handling." + "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct backend/runtime issues." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 shared_kv_states FSDP2 KeyError are unrelated internal state issues." + "reason": "Base_model_prefix loading breakage and non-persistent buffer corruption are different Transformers v5 regressions." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is not the same as Qwen2.5-VL rope-index scaling." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated evaluation/decoding bugs." + "reason": "Related Qwen video/VL area, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map auto dequantized offload failure and Qwen3 MoE memory usage are different memory-management problems." + "reason": "Device_map dequantized offload failure and Qwen3 MoE memory usage are different problems." }, { "left": "issue:42175", "right": "issue:45542", + "accept": true, + "reason": "Both point to the same packaging/install bug: the torch extra leaves TensorFlow backend support missing and only installs tensorboard, causing tf-backend errors." + }, + { + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "pip extra dependency resolution and tensorboard-without-TF backend error are not the same packaging bug." + "reason": "Torch 2.10 incompatibility and loading noise are not the same underlying issue." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "T5 tokenizer loading conflict and Qwen3 auto-device-map cudaErrorAssert are unrelated failures." + "reason": "Video-LLaVA weight/temporal-attention defect is unrelated to Qwen3.5 save_pretrained checkpoint key regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates two clearly similar pairs (Qwen3.5 save_pretrained regressions and TensorFlow backend packaging/install regressions), while treating the rest as related-but-distinct issues. The soft-edge verdicts are cautious and do not overclaim duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2936,6 +2951,7 @@ "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:41720", "issue:42175", @@ -2943,7 +2959,6 @@ "issue:43296", "issue:43377", "issue:43421", - "issue:43425", "issue:43454", "issue:43482", "issue:43525", @@ -2952,9 +2967,7 @@ "issue:43632", "issue:43644", "issue:43646", - "issue:43749", "issue:43792", - "issue:43818", "issue:43828", "issue:43881", "issue:43957", @@ -2962,273 +2975,297 @@ "issue:44079", "issue:44265", "issue:44291", + "issue:44387", "issue:44403", "issue:44466", "issue:44488", "issue:44534", "issue:44568", "issue:44589", + "issue:44617", "issue:44683", "issue:44829", + "issue:44877", "issue:44898", "issue:44991", "issue:45020", "issue:45072", "issue:45081", "issue:45325", - "issue:45357", "issue:45381", "issue:45479", "issue:45491", - "issue:45538" + "issue:45538", + "issue:45663" ], "soft_pairs": [ - "issue:43425|issue:44403", - "issue:43632|issue:44534", - "issue:43818|issue:45357", "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:36032|issue:41720", "issue:44683|issue:45020", "issue:43792|issue:44589", + "issue:43632|issue:44534", "issue:44403|issue:44991", "issue:43482|issue:45538", "issue:33666|issue:40444", "issue:44829|issue:45479", - "issue:44079|issue:44534", - "issue:35707|issue:40444", + "issue:40444|issue:45325", "issue:43482|issue:43525", "issue:44291|issue:44589", "issue:43377|issue:45491", - "issue:43749|issue:44079", - "issue:43644|issue:44079", "issue:41720|issue:45081", "issue:44265|issue:45072", - "issue:43531|issue:44291", - "issue:40444|issue:45381", - "issue:43632|issue:45072", "issue:42175|issue:43296", - "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43531|issue:44291", "issue:43611|issue:43646", + "issue:44079|issue:44534", "issue:43994|issue:44898", "issue:43454|issue:44466", "issue:43881|issue:44488", "issue:43828|issue:44683", "issue:42915|issue:43482", - "issue:43792|issue:43957" + "issue:43792|issue:43957", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44291|issue:44877" ], - "prepared_review_unit_hash": "d76ec877ff01877395ffcef9444d017fb713fb3258ce7dad8ab225ab28460442", + "prepared_review_unit_hash": "410f97cb466ab4a8e829018242aad1b722769ef5b1c7282938e1b0a5d44a412d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36533, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38077, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of transformers v5 regressions and model-specific loading/training bugs, not a tight duplicate set. A few items are thematically adjacent, but none of the soft-edge pairs look like the same concrete defect.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43632 is the best concrete representative of the recurring transformers v5 model-initialization/loading regressions in this set, and it is narrower/more actionable than the broad umbrella reports.", + "summary": "Mostly a heterogeneous grab-bag of transformers v5 regressions and model-specific failures. Several items are related at the subsystem level, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43632 is the best representative issue in this cluster: it captures a core Transformers v5 initialization regression, which is the closest recurring theme across many of the loading/breakage reports here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest open umbrella for recent transformers-version breakages, but it is too generic to be a true duplicate canonical; if forced to pick one issue as the cluster's overall anchor, it best reflects the cross-cutting regression theme.", + "best_issue_reason": "issue:43632 is the most suitable anchor because it is specific enough to be a duplicate target, yet broad enough to represent the recurring v5 model-loading/init failures in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "One is a Torch 2.10 compatibility complaint; the other is a loading-noise report. Different bugs and different failure modes." - }, - { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Both involve transformers v5 initialization behavior, but one is about `_is_hf_initialized` and the other about non-persistent buffers; these are distinct code-path regressions." + "reason": "Both concern special-token handling, but one is about runtime post-processor updates while the other is a tokenizer-specific add_special_tokens regression." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Different models and different symptoms: Video-LLaVA temporal attention/weight-sharing vs Qwen3.5 visual encoder key serialization." + "reason": "A ModelOutput key-assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding per layer." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer post-processor update logic at runtime is not the same as missing BOS/EOS insertion for a specific tokenizer." + "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated failures." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "A torch>=2.9 flex_attention compile failure is unrelated to the broad remote_code loading regressions." + "reason": "torch>=2.9 flex_attention compilation failure is different from remote_code model-loading regressions." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different runtime errors on different models; one is a Whisper load failure, the other is a missing Float8 storage type." + "reason": "Whisper loading failure and missing Float8 storage object error are different bugs in different code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffer serialization." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading-noise issue vs a specific tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "Loading noise/logging is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure for Qwen2.5 is unrelated to CLIPTokenizer's model_max_length sentinel value." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is IterableDataset multi-image finetuning; not the same bug." + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning failure." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both mention degenerate classification behavior, but the root causes differ: flash_attention_3 training pathology vs single-label/num_labels=1 loss handling." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated." + "reason": "Both are sequence-classification training pathologies, but one is flash_attention_3 degenerate training and the other is num_labels=1 / problem_type zero-loss logic." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is a different generation path than VL finetuning with multiple images." + "reason": "IterableDataset multi-image finetuning failure is not the same bug as Qwen2.5-VL still-image rope index scaling." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading errors for different models: GGUF/transformers v5 vs missing pad_token_id on Llama4Config." + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated model-loading issues." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is distinct from the Float8 storage lookup failure." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage lookup failure." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are batching-related, but MIMI padding masks and Gemma3 sliding-window/all-padding NaNs are separate model-specific bugs." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key bookkeeping." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer serialization junk is not the same defect as ModelOutput key assignment." + "reason": "Missing padding-mask support in MIMI Encoder and Gemma3 sliding-window NaNs are different batched-inference bugs." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to tokenizer patching crashing on missing backend_tokenizer." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatches are different failure modes." + "reason": "torch.export failures with torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is not the same as init_empty_weights argument incompatibility." - }, - { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Multi-image finetuning failure and Qwen2.5-VL video position_ids bug are separate VL preprocessing issues." + "reason": "Packaging backend omission for TensorFlow and PaddleOCR-VL load failure in vLLM are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression and bfloat16 dtype mismatches are different transformers v5 issues." + "reason": "Both are Transformers v5 regressions, but one is init-flag handling and the other is bfloat16 inference dtype mismatch." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Packaging/backend inclusion for pip extras is unrelated to PaddleOCR-VL loading in vLLM." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights unexpected argument are different bugs." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not the same bug." + "reason": "Both touch v5 model initialization, but base_model_prefix loading breakage and custom model initialization are not the same concrete issue." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Both are v5 model-loading regressions, but one is about base_model_prefix handling and the other about custom model initialization." + "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are unrelated regressions." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different inputs and symptoms." + "reason": "SigLIP2 nonsensical outputs and Perceiver interpolate_pos_encoding failure are different vision-model bugs." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision lm_head tying causing garbage generation is not the same as device-dependent lm_head.weight serialization inconsistency." + "reason": "Failure to tie lm_head weights and inconsistent lm_head.weight serialization are related thematically, but not the same bug or fix." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are unrelated model-specific issues." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to compiled flex_attention failures on newer torch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to compiled flex_attention failing on torch>=2.9." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are distinct model/config issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper-large-v2 load failure and meta-device loading breakage are separate problems." + "reason": "Whisper-large-v2 loading failure and meta-device loading breakage are different model-loading regressions." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key handling are separate internal-state bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and video vision_position_ids bug are different Qwen2.5-VL issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Still-image temporal position-id scaling and video position-id handling are adjacent but distinct bugs, not a single concrete change." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization CUDA reserved-memory regression is not the same as a model-specific CUDA OOM." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict Granite speech config validation." } ] }, @@ -3261,18 +3298,19 @@ "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", + "issue:43404", "issue:43454", "issue:43526", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", "issue:43632", "issue:43701", + "issue:43708", "issue:43720", "issue:43746", - "issue:43749", "issue:43792", "issue:43819", "issue:43873", @@ -3280,13 +3318,11 @@ "issue:43883", "issue:44186", "issue:44265", - "issue:44291", - "issue:44387", + "issue:44423", "issue:44466", - "issue:44534", "issue:44610", - "issue:44617", "issue:44683", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", @@ -3294,6 +3330,7 @@ "issue:45072", "issue:45325", "issue:45357", + "issue:45406", "issue:45563", "issue:45584", "issue:45632", @@ -3302,252 +3339,266 @@ "issue:45759" ], "soft_pairs": [ - "issue:44387|issue:44617", - "issue:43701|issue:45325", - "issue:44291|issue:44877", "issue:43526|issue:43883", - "issue:40990|issue:45584", - "issue:43262|issue:43746", "issue:43606|issue:44265", "issue:43317|issue:43873", - "issue:34634|issue:35707", - "issue:43632|issue:45563", - "issue:43873|issue:45701", - "issue:44186|issue:44265", + "issue:43701|issue:45325", "issue:43881|issue:44991", - "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43632|issue:45563", "issue:43606|issue:43819", "issue:44610|issue:45325", + "issue:43262|issue:43746", "issue:43454|issue:43550", "issue:43377|issue:44610", "issue:43454|issue:45072", + "issue:40990|issue:45584", "issue:43572|issue:45759", "issue:43377|issue:44898", "issue:39692|issue:40444", - "issue:43749|issue:44534", - "issue:44466|issue:45357", "issue:43792|issue:44683", + "issue:44466|issue:45357", "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:43454|issue:43720", - "issue:41720|issue:43322", + "issue:43873|issue:45701", "issue:41720|issue:44977", - "issue:45632|issue:45684" + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991" ], - "prepared_review_unit_hash": "ca84ac56a22ffb4ed9b48ff6885e79d5da8949fffd6a1ab081734e031800413f", + "prepared_review_unit_hash": "3a419a34b4fe481a33e5abc6919b2f6a80d60cacbf29e4052982cd0e3f0010c8", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36985, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "soft_pair_count": 33, + "serialized_chars": 37845, + "estimated_input_tokens": 9462, + "estimated_eval_tokens": 19180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated Transformers issues, with a loose theme around v5-era loading/init/offload regressions but no safe duplicate pairs.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43632 is the broadest platform-level regression here: a core v5 `_is_hf_initialized` breakage that can affect multiple loading paths, making it a better umbrella than the model-specific reports.", + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity, not the same concrete bug or fix. I rejected all soft edges and treated the set as non-duplicate issues rather than one duplicate thread.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across audio, vision-language, generation, loading, serialization, and training behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best global representative because it captures the widest shared loading/init regression theme in the set; the other issues are mostly narrower, model-specific variants or unrelated bugs.", + "best_issue_reason": "issue:43873 is the broadest representative of the loader/offloading area, but it is still too general to serve as a true duplicate anchor for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention memory, but one is an int4 quantization regression and the other is a video-model OOM; different failure modes and code paths." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "`_is_hf_initialized` constructor incompatibility and strict config loading are separate regression surfaces." - }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "A Fast image processor label-reduction bug is unrelated to a model attribute missing during tied-weight handling." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Extremely high perplexity and Whisper empty-transcription generation failure are different model/runtime problems." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sample-rate defaulting is not the same bug as PEFT local checkpoint loading." + "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export/export failure via `torch_compilable_check` are distinct issues." + "reason": "CPU offload device mismatch in Bark vs torch.export failures in compilers/checks; unrelated code paths." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Dequantized-model loading with auto device map is related to offloading only broadly; the concrete bug and path differ from the quantization offload report." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice preset handling and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "Both mention offload/quantization, but one is dequantized model loading and the other is generic offloading behavior; not the same bug." }, { - "left": "issue:43632", - "right": "issue:45563", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Core init-flag regression is unrelated to a stale warning around `num_return_sequences`." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are not the same bug." + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for est-roberta; different failure modes." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to export-time `torch_compilable_check` failures." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "A model loading failure for glm-4v-9b is not the same as tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Tokenizer crashes on NER/padding vs torch.export/check wrapper issue; different components." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43632", + "right": "issue:45563", "accept": false, - "reason": "Progressive generation state handling and Qwen3 device-map CUDA asserts are different bugs." + "reason": "_is_hf_initialized regression is unrelated to a stale generate() warning." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC latent reconstruction mismatch have no shared code-path." + "reason": "Bark CPU offload mismatch and DAC.from_latents mismatch are separate model bugs." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor image-size mismatch and rope-index temporal scaling are unrelated model-preprocessing bugs." + "reason": "Processor input-size mismatch vs RoPE temporal position scaling; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Sampling-rate default bug in audio chat template is different from GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying failure and torch.compile SDPA failure are different problems." + "reason": "lm_head weight tying bug and torch.compile SDPA failure are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask output drift is unrelated to OmDet processor resolution mismatch." + "reason": "MIMI padding-mask batching bug vs OmDet processor resolution mismatch; different subsystems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision tied-weight serialization and dtype mismatch in inference are not the same defect." + "reason": "Weight-tying issue is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity evaluation issue is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing `pad_token_idx` and failure to unwrap `text_config` are separate config-loading regressions." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite multimodal configs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Batched-vs-single encoder output mismatch is not the same as Perceiver interpolation failing at non-default resolution." + "reason": "Padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/model-processor mismatch for SigLIP2 and Qwen2.5-VL iterable-dataset multi-image finetuning are different issues." + "reason": "Both are multimodal, but one is a documentation/example problem and the other is a finetuning dataset bug." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 regressions." + "reason": "Whisper runtime failure and compiled flex_attention regression are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Device-dependent lm_head serialization and incorrect visual encoder keys are different serialization bugs." - }, - { - "left": "issue:43792", - "right": "issue:44683", - "accept": false, - "reason": "Whisper inference failure and compiled flex_attention failure on newer torch are unrelated." + "reason": "Both involve saving state, but one is lm_head serialization/device-dependent and the other is incorrect visual encoder keys." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are different artifact types and paths." + "reason": "PaddleOCR-VL loading failure is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL model loading and strict config rejection of granite_speech are not the same underlying bug." + "reason": "Different configuration-loading bugs: strict config rejection vs model load failure in vLLM." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied weights and BitNet packed-weight unpacking during accelerate loading are distinct model-loading issues." + "reason": "Tied-weight bug and packed-weight accelerate loading bug are separate model-loading issues." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segmentation fault are different crashes." + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "CUDA assert on device mapping and flash-attention generation issues for Qwen3.5 are not the same code path." + "reason": "Both involve Qwen3.5/Qwen3, but cudaErrorAssert on device mapping is not the same as flash-attention generation corruption." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for `trust_remote_code` and permission propagation in `save_pretrained` are unrelated filesystem behaviors." + "reason": "Cache-path collision for trust_remote_code is different from permission propagation in save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from a string .to() call is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and dtype mismatch in inference are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation bug with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization/offloading behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite_speech strict config loading and est-roberta tokenizer loading are different failures." } ] }, @@ -3571,6 +3622,8 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:30064", + "issue:34634", "issue:36010", "issue:36331", "issue:40990", @@ -3582,17 +3635,16 @@ "issue:43317", "issue:43322", "issue:43388", - "issue:43404", + "issue:43421", "issue:43450", "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", - "issue:43577", "issue:43606", - "issue:43708", "issue:43720", + "issue:43749", "issue:43782", "issue:43873", "issue:43881", @@ -3600,295 +3652,297 @@ "issue:44292", "issue:44361", "issue:44387", - "issue:44423", "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44534", + "issue:44545", "issue:44610", "issue:44671", "issue:44743", - "issue:44756", - "issue:44877", "issue:44898", "issue:44913", "issue:44918", - "issue:44991", "issue:45059", - "issue:45072", "issue:45161", - "issue:45357", "issue:45406", "issue:45464", "issue:45701", "issue:45704" ], "soft_pairs": [ - "issue:43404|issue:45357", - "issue:40990|issue:45701", - "issue:43873|issue:44756", - "issue:44186|issue:45072", - "issue:44423|issue:45406", - "issue:42617|issue:42915", - "issue:43577|issue:43708", - "issue:44387|issue:45704", - "issue:44877|issue:44991", + "issue:43749|issue:44534", "issue:43526|issue:43881", - "issue:36331|issue:42617", - "issue:36331|issue:42915", + "issue:42617|issue:42915", "issue:43450|issue:45701", "issue:43550|issue:43720", + "issue:36331|issue:42915", "issue:44610|issue:44898", - "issue:44479|issue:44918", "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", "issue:43316|issue:44913", "issue:42915|issue:43317", "issue:43550|issue:43606", + "issue:40990|issue:45701", "issue:43295|issue:45701", - "issue:41720|issue:42617", - "issue:44671|issue:44743", + "issue:41720|issue:43322", "issue:41720|issue:45161", "issue:43531|issue:43572", + "issue:44671|issue:44743", "issue:44292|issue:44479", + "issue:41720|issue:42617", "issue:36010|issue:42617", "issue:44186|issue:44361", "issue:43540|issue:43782", - "issue:43388|issue:45059", + "issue:45406|issue:45464", "issue:41720|issue:43873", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", "issue:42915|issue:43322", - "issue:45406|issue:45464", - "issue:36331|issue:41720" + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "05eb5f197e9da3f9d27c98613ec833a41ef35085b41c73ab110e2b1d9457b087", + "prepared_review_unit_hash": "90b6c40594e8261fe1e222dc1da20905b22f16e8cfe8433632618c115a50aa8d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37800, - "estimated_input_tokens": 9450, - "estimated_eval_tokens": 19156 + "serialized_chars": 37538, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most items are unrelated model-, tokenizer-, training-, or device-mapping bugs. None of the proposed soft edges look like the same underlying defect, so I would not merge any pair.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43873 is the broadest and most general issue in the set (offloading/quantization with multiple references), so it is the best representative if one must be chosen.", + "summary": "One exact duplicate pair stands out: 44514 and 44545 are the same Qwen2_5_VLProcessor batched-input crash. The other soft matches are only superficially related (same subsystem or similar failure class) and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older, clearer report and has an exact duplicate in issue:44545 with the same title and failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and strongest signal among otherwise unrelated issues, making it the best global issue representative.", + "best_issue_reason": "issue:44514 is the strongest issue anchor in this set: narrowly scoped, reproducible, and supported by an exact duplicate match.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Both involve multimodal/model key handling, but they are different models and different bugs: lm_head tying vs incorrect saved visual encoder keys." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "A perplexity regression on gpt-oss is not the same as a version-dependent tokenization change." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both mention memory/offload, but one is quantization offloading behavior and the other is a Strix Halo mmap OOM workaround." - }, - { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding are unrelated to dtype mismatches in bfloat16 inference." + "reason": "Both involve Transformers v5/runtime behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; different bugs and code paths." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Both are serve/multimodal crashes, but the failing code paths differ: continuous batching with string tensors vs Gemma4Processor missing _tokenizer." + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are unrelated model/processor problems." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py startup failure and Qwen3Moe FP8 failure are unrelated model/runtime issues." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "BLIP2 dtype loading behavior and Trainer checkpoint resume step accounting are unrelated." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both are memory-related, but one is int4 reserved-memory growth in Transformers 5.x and the other is a T5 apex RMSNorm leak." + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different errors in different flows." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different failure modes in different subsystems." + "reason": "Video batch shape handling and tokenization-version drift are not the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to a glm-4v-9b model loading failure." + "reason": "torch.compile with SDPA on Bamba-9B-v2 and BitNet packed-weight loading during accelerate are distinct issues." }, { "left": "issue:36331", - "right": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to 3d_parallel.py failing to run." + "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading/config behavior." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "A trainer API mismatch is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Both concern vision preprocessing, but OmDet-Turbo 640px vs Perceiver non-default resolution are different models and fixes." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Video processor batched-shape regression and tokenization-version changes are unrelated." + "reason": "LayoutLMv2Tokenizer batching/NER crash and OmDet-Turbo processor size mismatch are separate processor bugs." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba and packed-weight unpacking in BitNet are different code paths." + "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are different resource issues with different causes." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both involve image size mismatches, but one is an OmDet processor/model expectation mismatch and the other is Perceiver interpolation logic." + "reason": "Unexpected trainer argument and 3d_parallel.py failure do not describe the same bug." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to TRL SFT embedding unpacking." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crashes and OmDet input-size mismatch are different bugs." + "reason": "A v5 video-input regression across Qwen VL models is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload behavior are unrelated config bugs." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are unrelated configuration issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and device_map auto dequantized-model offload failure are different model-loading problems." + "reason": "Qwen3Moe FP8 failure and dequantized-model gpu/cpu offload failure share a theme but not the same concrete defect." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and Bark CPU-offload device mismatch do not share the same underlying bug." + "reason": "torch.compile/SDPA on Bamba and Bark-small CPU offload device mismatch are different model/runtime problems." }, { - "left": "issue:43295", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "A regression around processor.tokenizer/images in v4.57.5 is unrelated to general tokenization changes across versions." + "reason": "Perplexity on gpt-oss-20b and tokenization-version changes are not the same issue." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts and a 3d_parallel script failure are not the same issue." + "reason": "processor.tokenizer regression is a specific API break, while tokenization changes is a broader version-behavior report." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen3.5 recurrent-state reset in modular code are unrelated." + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are both load-time failures, but on different models and failure mechanisms." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are model-parallelism related, but one is an A800 cudaErrorAssert during auto device mapping and the other is GPT-OSS TP not working." + "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE TP-only failure are different model-parallelism bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "A Qwen3-MoE sliding-window bug and a StableLmConfig pad_token_idx regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 modular recurrent-state reset are different model internals." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime errors are unrelated to the video-input regression in Qwen VL models." + "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen video-input regression are different failure points." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping failure and 3d_parallel.py inability to run are separate runtime issues." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and 3d_parallel.py runtime failure are completely different issues." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "These are different tokenizer bugs affecting different tokenizers and tasks." + "reason": "LayoutLMv2Tokenizer and MLukeTokenizer both fail in tokenization, but they are different bugs with different triggers and models." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen3VL weight_only loading are different failure paths." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different code paths." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to SAM3 text+box behavior." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are not the same bug." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both involve device/offload themes, but one is a Qwen3 cuda assert and the other is a broader quantization/offloading complaint." + "reason": "Auto device mapping cuda assert on Qwen3 and offloading-with-quantization behavior are related only at a high level, not the same defect." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming inference failure are different models and different bugs." + "reason": "Runtime post-processor updates for special tokens and tokenization-version changes are different issues." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in ImageProcessor and BarkProcessor voice_preset failure are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox weird behavior are distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Trainer compute_loss API breakage is unrelated to Qwen3 device-mapping crashes." + "reason": "Both involve loading/offload, but Bark-small CPU offload device mismatch and BitNet packed-weight unpacking are different concrete problems." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug: identical title, same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, and one is a clear duplicate of the other." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The canonical pair choice is grounded: 44514 and 44545 have identical titles, the earlier timestamp, and the duplicate designation is plausible from the packet. The soft-edge decisions are consistently conservative, with no pair overstated as a match." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3905,38 +3959,38 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:30064", - "issue:33357", + "issue:33666", "issue:34567", "issue:34634", "issue:35707", "issue:39692", "issue:41720", "issue:42886", + "issue:42915", "issue:43381", "issue:43421", + "issue:43525", "issue:43531", "issue:43550", + "issue:43596", "issue:43606", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", "issue:43844", "issue:43873", "issue:43927", + "issue:43994", "issue:44062", - "issue:44077", "issue:44186", + "issue:44220", "issue:44368", "issue:44451", - "issue:44492", - "issue:44509", - "issue:44514", - "issue:44545", "issue:44589", "issue:44610", "issue:44625", + "issue:44661", + "issue:44671", "issue:44843", "issue:44898", "issue:44918", @@ -3945,264 +3999,276 @@ "issue:44991", "issue:45042", "issue:45072", + "issue:45081", + "issue:45356", "issue:45357", "issue:45381", "issue:45479", "issue:45588", - "issue:45701", "issue:45704", "issue:45759" ], "soft_pairs": [ - "issue:43421|issue:45701", - "issue:30064|issue:34634", - "issue:33357|issue:35707", - "issue:44492|issue:44509", - "issue:41720|issue:43746", - "issue:43606|issue:43720", - "issue:43873|issue:45704", - "issue:44514|issue:44545", "issue:43550|issue:43653", - "issue:44625|issue:45479", "issue:43531|issue:45759", "issue:43606|issue:43653", "issue:43421|issue:43927", - "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:44368|issue:45357", "issue:44451|issue:44991", "issue:44898|issue:45072", - "issue:43782|issue:45381", - "issue:44077|issue:44625", - "issue:44062|issue:44451", + "issue:43873|issue:45704", + "issue:41720|issue:43746", "issue:43421|issue:43653", + "issue:44062|issue:44451", "issue:44987|issue:45042", "issue:42886|issue:44843", "issue:45588|issue:45759", + "issue:33666|issue:35707", "issue:43531|issue:44589", "issue:43421|issue:44186", - "issue:44918|issue:44936", "issue:43381|issue:43844", - "issue:39692|issue:44610" + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43596|issue:44220", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:44220|issue:44661" ], - "prepared_review_unit_hash": "9b18ae9013403b2979de2471d0adc1b13e4b3467a0d5c8372c5df6096f4c1c36", + "prepared_review_unit_hash": "a3ebc16ffb473faa1b922408a21facc1a21b58411a9efa9731265945662174de", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36272, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37523, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated; the only clear duplicate is the Qwen2_5_VLProcessor batched padding=False crash. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44514 is the earliest report of the Qwen2_5_VLProcessor.apply_chat_template batched-input crash, and issue:44545 appears to be the same bug reported later.", + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, multimodal, training, offloading, and model-configuration bugs. None of the soft pairs look like the same underlying defect or a single mergeable PR.", + "confidence": 0.84, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best canonical issue candidate because it is the original report for the only true duplicate pair and describes the same concrete failure mode.", + "best_issue_reason": "issue:45081 is the clearest, most self-contained report with an explicit crash repro and multiple references; if one issue had to represent the tokenizer-regex/offline regression subset, this is the strongest candidate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both concern tokenization-related behavior, but one is about runtime special-token updates and the other about tokenizer output changing across versions; not the same bug." + "reason": "Different bugs: SDPA/torch.compile behavior in Bamba vs BigBird mask-token registration and decode output." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Different subsystems and failures: image processor segmentation maps vs BarkProcessor voice_preset handling." + "reason": "Qwen3-MoE sliding-window behavior and Qwen multimodal config unwrapping are distinct code paths." }, { - "left": "issue:33357", + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer special-token handling." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is config save/load token-id loss." + }, + { + "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Unrelated errors: MacOS bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both are documentation/style-related, but they target different doc issues and are not the same change." + "reason": "A LoRA warning about tie_word_embeddings does not match a save_pretrained key-mapping regression." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different problems: Qwen3 auto device mapping CUDA assert vs PEFT adapter loading from local checkpoints." + "reason": "Both fail on tokenizer/model loading, but they affect different models and likely different root causes." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are CI/model-loading failures, but one is CPU offload device mismatch and the other is unpacking packed BitNet weights during accelerate loading." + "reason": "Image-size interpolation failure and bfloat16 dtype mismatch are separate inference bugs." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading vs T5 apex RMSNorm memory leak; different code paths and fixes." + "reason": "Quantization/offload behavior is unrelated to T5's apex RMSNorm memory leak." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same title and same concrete failure: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT checkpoint loading are different failures." }, { - "left": "issue:43550", + "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Different model-specific bugs: torch.compile/SDPA for Bamba vs BigBirdTokenizer special-token registration." + "reason": "Runtime special-token updates vs missing mask-token registration are not the same bug." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "One is Qwen3.5 config propagation for num_labels; the other is a sequence-classification loss bug across models." + "reason": "AddedToken keyword duplication is unrelated to ScandiBERT tokenizer loading." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both involve Qwen3.x configs, but one is a sliding_window issue in MoE models and the other is from_config unwrapping text_config; not the same bug." + "reason": "Tokenizer load failure for one model family is unrelated to PIL image processors requiring torchvision." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Distinct issues: CPU offload device mismatch vs tokenizer mask token registration/empty decode output." + "reason": "Both involve offline mode, but one is cache loading and the other is an unconditional model_info call in a Mistral regex patch." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Runtime special-token/post-processor behavior is different from DiaConfig losing custom token IDs on save/load." + "reason": "flash_attention s_aux handling has nothing to do with composite config unwrapping in AutoModelForCausalLM.from_config." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "Multi-GPU Qwen2-VL training and progressive generation cache handling are not the same defect." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "TrainerState token counting and progressive generation with cache are unrelated bugs." + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different Qwen3.5 problems: a training warning about tie_word_embeddings vs incorrect visual encoder keys on save_pretrained." + "reason": "Post-processor updates for modified special tokens do not match LayoutLMv2 NER/padding crashes." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different training issues." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Perceiver image resolution handling and dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." + "reason": "Both mention docs/examples and image processing, but they concern different models and different mismatches." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are unrelated multimodal bugs." + "reason": "Qwen3.5 embedding unpacking with TRL and trainer evaluate-after-train state issues are unrelated." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to Qwen3.5 num_labels propagation." + "reason": "Llama4Config pad_token_id absence is unrelated to Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "AddedToken constructor argument conflict is different from a model-loading failure for ScandiBERT." + "reason": "Both touch Mistral-regex/tokenizer regression territory, but one is a hard crash on fix_mistral_regex and the other is codec-handling regression; not the same concrete bug." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Special-token runtime updates and BigBirdTokenizer mask-token registration are related to tokenizers in general, but not the same underlying defect." + "reason": "Missing num_labels propagation and zero-loss single-label classification are related only loosely; the concrete failures differ." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different issues: loading physical-intelligence/fast on newer transformers vs PIL image processors requiring torchvision." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct multimodal failures." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both involve offline mode, but one is tokenizer cache loading and the other is an unconditional model_info() call in mistral regex patching." + "reason": "SigLIP2 pipeline/output mismatch and CamemBERT masked-LM regression are unrelated model-specific bugs." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Flash attention sink-less model crash and Qwen multimodal from_config handling are different code paths." + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA asserts are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Sliding_window behavior for Qwen3-MoE is unrelated to missing Float8 storage lookup." + "reason": "DeepSpeed ZeRO-3/BertModel indexing and _torch_extract_fbank_features are different code paths." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Special-token runtime updates and LayoutLMv2Tokenizer NER/batched padding crashes are different tokenizer bugs." + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after train() are different training workflow issues." + "reason": "SigLIP2 example errors and quantization/offloading behavior are different problem domains." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:42915", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing in eval mode and DeepSpeed ZeRO-3 gradient growth are unrelated training bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and composite Qwen config unwrapping are not the same issue." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "SigLIP2 docs example errors and OmDet-Turbo processor/model resolution mismatch are unrelated." + "reason": "Fbank feature extraction and add-new-model-like/tokenizer mapping logic are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet. The duplicate call on issue:44514/44545 is well supported by the matching titles and chronology, and the rest of the soft-edge rejections stay conservative rather than overclaiming equivalence. The note that no PRs are present is also consistent with the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4221,19 +4287,15 @@ "nodes": [ "issue:30064", "issue:36010", - "issue:39692", - "issue:40444", - "issue:41720", "issue:42915", "issue:43322", "issue:43335", - "issue:43381", "issue:43421", - "issue:43525", "issue:43531", "issue:43540", "issue:43550", - "issue:43596", + "issue:43575", + "issue:43577", "issue:43618", "issue:43643", "issue:43653", @@ -4242,25 +4304,29 @@ "issue:43720", "issue:43746", "issue:43756", + "issue:43782", + "issue:43818", "issue:43819", "issue:43873", - "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", - "issue:44220", + "issue:44448", "issue:44488", - "issue:44661", + "issue:44561", + "issue:44625", "issue:44671", "issue:44756", "issue:44811", "issue:44843", "issue:44877", "issue:44898", + "issue:44977", + "issue:45020", "issue:45072", "issue:45081", "issue:45183", - "issue:45356", "issue:45381", "issue:45479", "issue:45685", @@ -4268,241 +4334,244 @@ "issue:45759" ], "soft_pairs": [ - "issue:43994|issue:44671", - "issue:43525|issue:43531", - "issue:45081|issue:45356", - "issue:43596|issue:44220", - "issue:41720|issue:45704", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:43746|issue:43873", - "issue:40444|issue:43746", - "issue:42915|issue:45759", - "issue:43746|issue:45381", - "issue:44220|issue:44661", "issue:45183|issue:45479", "issue:43618|issue:43697", "issue:43540|issue:44008", "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", "issue:30064|issue:36010", "issue:44756|issue:45759", - "issue:43716|issue:44008", "issue:43335|issue:43756", "issue:43653|issue:43720", - "issue:44062|issue:44488", - "issue:43322|issue:45685", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", "issue:43550|issue:45072", "issue:44186|issue:44898", "issue:43550|issue:43819", "issue:44843|issue:45081", "issue:43421|issue:44811", - "issue:43643|issue:44877" + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "7efa06bd9315f4cb57142f25ab1f85e4ac08b1efb5f49745a22a1a716210983f", + "prepared_review_unit_hash": "497be6d01d875f07c1c6eae18320bc8d656a68438cad76ee9cb21ffb0b1a1fcf", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36117, - "estimated_input_tokens": 9030, - "estimated_eval_tokens": 18316 + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster. issue:45081 is the best anchor for the Mistral tokenizer regression family, but the Mistral-related pair with issue:45356 should stay rejected: they share a theme and keyword, not enough evidence that they are the same concrete bug.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45081 is the best canonical issue because it is open, directly names the failing `_patch_mistral_regex` path, and is the clearest actionable report in the Mistral tokenizer area.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions across tokenizers, multimodal models, config loading, quantization, and dtype issues. No soft pair is a clear same-root-cause duplicate under a strict triage standard; the closest is the remote_code regression pair, but it still looks broader vs. specific-cause rather than mergeable as one bug report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella-style report in the set ('Recent transformers versions break models using `remote_code`'), so it is the best single issue anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45081 is the strongest representative issue: it is open, specific, and best captures the shared Mistral regex/tokenizer problem without over-merging distinct regressions.", + "best_issue_reason": "issue:45020 is the best issue candidate because it is open, broadly scoped, and can naturally collect related `remote_code`/version-regression reports; the rest are mostly model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Different models and failures: SigLIP2 output/pipeline corruption is not the same bug as CamemBERT masked-LM regression." + "reason": "Different bugs: input validation error handling vs. classification loss degeneracy. Same family, but not the same code-path issue." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Separate Qwen3 issues with different symptoms: missing pad_token_id vs sliding_window behavior." + "reason": "CLIP output field regression vs. RTDetrV2 output differences. Both are v5 regressions, but not the same underlying defect." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Related Mistral tokenizer theme, but only title-level similarity; no shared files, targets, or concrete evidence of the same underlying bug." + "reason": "Different multimodal failures in different models and different failure modes (video processing ValueError vs. attribute collision AttributeError)." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Unrelated subsystems: DeepSpeed ZeRO-3/BERT init failure vs audio fbank extraction." + "reason": "Unrelated subsystems: accelerate loading of packed BitNet weights vs. DAC latent/STE mismatch." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different code paths and failure modes: Qwen3 device-map CUDA assert vs T5 apex RMSNorm memory leak." + "reason": "PatchTSMixer post-init policy vs. Qwen3.5 num_labels propagation. No shared concrete bug." }, { - "left": "issue:43381", + "left": "issue:43575", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5 RMSNorm memory leak." + "reason": "Qwen2 tensor-parallel OOM vs. T5 RMSNorm memory leak. Different models and different causes." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Doc-example/model mismatch and quantization failure are not the same as generic offloading under quantization." + "reason": "Segmentation map processing vs. GenerationMixin import failure; unrelated." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44756", + "right": "issue:45759", "accept": false, - "reason": "Both involve loading/quantization, but the concrete bugs are different." + "reason": "mmap/OOM on Strix Halo is unrelated to Qwen multimodal config unwrapping." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Different multimodal loading failures: iterable dataset with multiple images vs GraniteSpeech checkpoint loading." + "reason": "SwitchTransformers sparse-layer creation bug vs. SmolLM3 RoPE-layer drop; not the same change." }, { - "left": "issue:42915", - "right": "issue:45759", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Qwen3Moe FP8 failure and composite config unwrapping are distinct bugs." + "reason": "BigBird tokenizer special-token registration bug vs. BitNet packed-weight loading bug." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different models and failures: GraniteSpeech checkpoint loading vs Qwen2.5-VL video position IDs." + "reason": "Mismatched image-preprocessor/model dtype in Mistral-3 vs. Gemma3n variable collision; unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Audio feature extraction and tokenizer mapping-name registration are unrelated." + "reason": "Qwen3MoE FP8 config failure vs. GraniteSpeech PEFT local-checkpoint loading; different code paths." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Generic input-validation messaging is distinct from degenerate zero-loss classification behavior." + "reason": "Local checkpoint/PEFT loading vs. Qwen2.5-VL video position IDs; not the same bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "CLIP attentions assignment and RTDetrV2 output drift are separate regressions." + "reason": "GraniteSpeech PEFT loading is unrelated to quantization offloading behavior." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Unrelated failures: Qwen3OmniMoe video processing vs Gemma3n variable collision." + "reason": "Bamba torch.compile+SDPA failure vs. dtype mismatch in other models; no shared concrete defect." }, { - "left": "issue:43720", + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes vs. Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading in BitNet and DAC forward/from_latents mismatch are different concrete bugs." + "reason": "Different model families and failures (compile/SDPA vs. DAC latent reconstruction mismatch)." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Void segmentation-map processing has nothing to do with a GenerationMixin import error." + "reason": "Both involve _patch_mistral_regex, but one is offline network access and the other is an attribute crash; related area, not the same bug." }, { - "left": "issue:44756", - "right": "issue:45759", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Strix Halo mmap/OOM and Qwen multimodal config unwrapping are unrelated." + "reason": "Runtime special-token/post-processor update bug vs. Whisper batch_decode skip_special_tokens issue; different behavior." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n audio-mask collision are different failures." + "reason": "trust_remote_code missing fields vs. strict config rejection for granite_speech; similar theme, different root cause." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Smollm3 RoPE-layer dropping are unrelated." + "reason": "AddedToken constructor error vs. a model-loading regression for sleng-bert; not the same issue." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are separate issues." + "reason": "BLIP2 dtype propagation bug vs. Video-LLaVA temporal-attention/weight-sharing bug; unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "AddedToken constructor duplication and model-loading failure for cjvt/sleng-bert are not the same bug." + "reason": "Sliding_window behavior in Qwen3-MoE vs. trust_remote_code config fields; no overlap in concrete defect." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Llava Next segfault and MPS histogram-on-Int error are unrelated." + "reason": "Both are video-related multimodal issues, but they affect different models and different tensors/fields." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer special-token registration vs. DAC latent/STE mismatch; unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer NER/padding crash and Perceiver non-default-resolution failure are different subsystems." + "reason": "Different model regressions (Pegasus seq2seq outputs vs. CamemBERT masked LM predictions) with no shared code-path." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "Qwen3VL weight_only loading error vs. Qwen3.5 flash-attention generation issue; distinct failures." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Both touch `_patch_mistral_regex`, but one is HF offline handling and the other is a backend-attribute crash; not the same bug." + "reason": "These are the closest thematically, but one is a specific missing helper affecting trust_remote_code models while the other is a broader umbrella report; not clearly the same concrete bug." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Runtime special-token post-processor update bug is distinct from Whisper batch_decode skip_special_tokens handling." + "reason": "Llava Next loading segfault vs. MPS histogram/int-type error in moe code; unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but it overstates one key soft-edge verdict. The packet\u2019s only Mistral-related pair, issue:45081 vs issue:45356, is marked deterministic_accept=false and is supported only by soft title similarity; there are no shared filenames, shared targets, or direct evidence that they are the same concrete bug. Treating that pair as accepted is not conservative enough. Everything else looks appropriately cautious, but this one verdict should remain rejected or at most tentative." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4524,21 +4593,23 @@ "issue:34634", "issue:36010", "issue:36331", - "issue:41720", "issue:42175", - "issue:43531", - "issue:43540", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", "issue:43577", "issue:43582", "issue:43606", - "issue:43643", + "issue:43638", "issue:43644", "issue:43650", "issue:43653", + "issue:43697", "issue:43720", "issue:43749", "issue:43782", - "issue:43818", "issue:43819", "issue:43825", "issue:43827", @@ -4546,255 +4617,245 @@ "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:44912", "issue:44936", - "issue:44977", "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45084", - "issue:45325", - "issue:45381", "issue:45406", + "issue:45538", + "issue:45600", "issue:45701" ], "soft_pairs": [ - "issue:43577|issue:43818", - "issue:43531|issue:43643", - "issue:43540|issue:45381", - "issue:44448|issue:44671", - "issue:43653|issue:43819", - "issue:43782|issue:44977", - "issue:44561|issue:45020", - "issue:43644|issue:43749", "issue:43825|issue:43994", - "issue:43577|issue:43582", "issue:44821|issue:45084", - "issue:41720|issue:44991", "issue:30064|issue:36331", - "issue:44186|issue:44442", "issue:43825|issue:43827", "issue:44485|issue:44509", - "issue:44671|issue:45701", - "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:44186|issue:44442", "issue:43606|issue:45072", + "issue:43452|issue:44991", "issue:34634|issue:36010", + "issue:44805|issue:44936", "issue:42175|issue:45081", "issue:44610|issue:45072", - "issue:43782|issue:45325", "issue:45081|issue:45406", "issue:44060|issue:44368", "issue:43720|issue:45072", + "issue:44671|issue:45701", "issue:43650|issue:43906", - "issue:43749|issue:44291" + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43653|issue:44912", + "issue:43638|issue:44936" ], - "prepared_review_unit_hash": "7fa13227828298125442195d6d93d96133d991c3daa9d7b41d8ed9aed9a65b1a", + "prepared_review_unit_hash": "dff2d74608186a77ff75565e1f9d9bedec3ccbdf69208f9a28dca3fc0ad8c828", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36241, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35495, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports that only share broad themes like v5 regressions, model loading, tokenization, or processor issues. None of the soft-similarity pairs look like true duplicates of the same underlying bug/change, so I rejected all of them. The broadest, most representative issue is the open remote_code regression tracker.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures recent-version regressions affecting remote_code models and is open with active discussion, making it the best representative issue for this noisy cluster.", + "summary": "This cluster is highly heterogeneous: most items are unrelated single-issue bug reports across tokenizers, model loading, training, quantization, and v5 migration. There is no strong duplicate core; at most, a small v5 pipeline-removal/docs subgroup exists.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate stands out because the cluster is broad and mostly unrelated. If a representative issue is needed, 43825 is the closest hub for the v5 pipeline-removal subgroup, but it does not unify the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally useful issue to anchor the cluster because it is broad, current, and close to the recurring theme across several reports about recent Transformers breakage.", + "best_issue_reason": "43825 is the most central representative of the only visible thematic subgroup (v5 pipeline/task-removal messaging), but it should not be treated as the canonical duplicate for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different models and different failure modes: dtype loading for BLIP-2 vs missing temporal attention/shared weights in Video-LLaVA." + "reason": "Different bugs: v5 pipeline error-message/task support wording vs a SigLIP2 model quality regression." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Unrelated bugs: Qwen3-MoE sliding_window behavior vs AutoConfig missing fields with trust_remote_code." + "reason": "Unrelated areas: AutoImageProcessor URL loading vs a template compilation TypeError in a different subsystem." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Both involve video inputs, but they target different model families and distinct bugs (Qwen3OmniMoe ValueError vs Qwen2.5-VL position-id scaling)." + "reason": "Different code paths: image processor segmentation-map handling vs CustomTrainer.compute_loss signature mismatch." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Both are v5 output regressions, but they affect different models and tasks, so they do not look like the same underlying bug." + "reason": "Both involve v5 pipeline removals, but one is runtime error messaging and the other is documentation cleanup; not the same underlying bug/change." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Completely different code paths: tokenizer special-token registration vs DAC latent decoding/STE mismatch." + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Different Qwen variants and different stages of failure: loading with weight_only vs generation with flash-attention." + "reason": "Different issues: Blip2 dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Related theme, but not the same bug: one is a specific is_torch_fx_available removal breakage, the other is a broad remote_code regression report." + "reason": "Both are tokenizer-related, but they concern different tokenizers and different failure modes." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both are loading regressions, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; too different to merge." + "reason": "CPU offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in other models." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Different issues: an incorrect pipeline error message vs a model producing nonsensical outputs through AutoModel/pipeline." + "reason": "Both are loading failures, but they target different models and different loading logic." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "No shared underlying bug: BLIP-2 dtype handling vs Apple Silicon TypeError in caching_allocator_warmup." + "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Both are runtime errors, but one is AutoImageProcessor-from-URL loading and the other is template compilation; unrelated." + "reason": "Generic tensor mask shape IndexError is not the same bug as trainer.evaluate() failing after train()." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Different symptoms and likely causes: Qwen3 auto device mapping CUDA assert vs tokenizer loading regression for est-roberta." + "reason": "Packaging/backend inclusion bug is unrelated to a Mistral tokenizer regex patch crash." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Image processor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Processor image-size mismatch and dtype mismatch are different concrete problems." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer crashes on NER/batched padding vs AutoTokenizer failing to load a specific tokenizer are not the same bug." + "reason": "Both involve tokenizer/processor loading, but they are different objects and different attribute errors." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Both mention removed pipeline tasks, but one is an error-message issue and the other is stale docs; not the same defect." + "reason": "Both mention tied-weights warnings, but one is a specific incorrect weight tie and the other is a config warning during LoRA fine-tuning." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "BitNet packed-weight loading failure is unrelated to general bfloat16 dtype mismatches." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A specific CamemBERT masked-LM regression is not the same as a general tokenization-change report." + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only at a very broad level, not the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Different failures: mask/index shape mismatch vs trainer.evaluate failing after training." - }, - { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Different model/device issues: CPU offload device mismatch vs bfloat16 dtype mismatches." + "reason": "Placeholder issue title vs an isolated reproduction of another bug; no duplicate evidence." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "Mistral3 tied-weights bug and Qwen3VL weight_only loading error are different model-specific issues." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Packaging/backend install issue vs Mistral tokenizer regex patch crash; no shared underlying bug." + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime environments and failures." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated." + "reason": "Audio chat-template sample-rate defaulting and DAC forward/from_latents mismatch are different code paths." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Different Qwen VL bugs: weight_only load error vs incorrect still-image temporal position_ids." + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output differences are not the same underlying issue." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both are AttributeErrors during loading/serve, but they involve different objects and causes, so they are not duplicates." + "reason": "Template-node compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a model-internal incorrect warning and the other is a LoRA fine-tuning warning; not the same bug." + "reason": "Undefined multimodal-token helpers in video processing and stale auto_mappings entries are separate maintenance bugs." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatch issues." + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both loading-related but not the same failure." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "A placeholder/data-request issue and an isolated reproduction report are not the same bug or change." + "reason": "BigBird special-token decoding bug is unrelated to MXFP4 quantization fallback behavior." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Two distinct loading regressions: FSDP CPU RAM efficient loading vs init_empty_weights TypeError from _is_hf_initialized." + "reason": "Zero3/non-pretrained Bert index error is a different failure mode from trainer.evaluate() after trainer.train()." } ] }, @@ -4818,301 +4879,289 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:34567", "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", "issue:43257", "issue:43262", "issue:43329", + "issue:43450", "issue:43452", "issue:43454", "issue:43526", "issue:43531", + "issue:43540", "issue:43550", "issue:43577", "issue:43582", - "issue:43638", "issue:43643", "issue:43645", - "issue:43653", - "issue:43696", "issue:43697", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", "issue:43819", "issue:43854", "issue:43927", "issue:43931", + "issue:44291", "issue:44479", "issue:44554", "issue:44568", "issue:44589", "issue:44610", - "issue:44756", "issue:44811", - "issue:44857", + "issue:44849", "issue:44912", - "issue:44936", "issue:44977", - "issue:44991", "issue:45042", - "issue:45084", "issue:45356", + "issue:45357", "issue:45488", - "issue:45538", - "issue:45600", + "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:43582|issue:44857", - "issue:43526|issue:43697", - "issue:43262|issue:43819", - "issue:43526|issue:44554", - "issue:45084|issue:45538", - "issue:34634|issue:36331", - "issue:43329|issue:45600", - "issue:43653|issue:44912", - "issue:43452|issue:44991", - "issue:43638|issue:44936", - "issue:43257|issue:43329", - "issue:43746|issue:44811", "issue:44589|issue:45042", + "issue:43746|issue:44811", "issue:38175|issue:44610", "issue:43454|issue:43577", "issue:43854|issue:44977", - "issue:43257|issue:43696", + "issue:43526|issue:44554", "issue:36010|issue:43645", "issue:44568|issue:45488", - "issue:39692|issue:44912", + "issue:34634|issue:36331", "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", "issue:43720|issue:44610", + "issue:43749|issue:44291", "issue:43550|issue:44912", - "issue:43749|issue:44756", "issue:44568|issue:45356", "issue:43262|issue:44811", "issue:43531|issue:45042", "issue:36010|issue:36331", "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", "issue:43329|issue:44479", - "issue:43257|issue:43931" + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:44291|issue:45042" ], - "prepared_review_unit_hash": "758bc0f2b7333327127fd3cc7fa456c93205223bf6a69c2f1454a9124b927d7c", + "prepared_review_unit_hash": "77c2910350abc8709843bf60b181576d4ecc9b546821a6dc449f01fcda98020b", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36672, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it spans unrelated bugs in tokenizers, audio/video processors, model loading, training APIs, quantization, and hardware-specific failures. None of the soft pairs look like the same underlying defect, so there are no duplicate merges here.", - "confidence": 0.98, - "canonical_issue_reason": "No true canonical issue: the items are not one bug cluster, but a mix of unrelated regressions across different subsystems and model families.", + "summary": "The provided items are mostly unrelated transformer bugs across different subsystems and model families. I rejected all soft pairs; there isn\u2019t a clear duplicate cluster or single canonical issue here. No pull requests were provided.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one representative must be chosen, issue:43749 is the broadest and most externally visible loading regression in the set, but it should not be treated as a duplicate canonical for the rest.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different failures: Apple Silicon allocator warmup TypeError vs CUDA float16 AMP crash in LwDetrImageLoss." + "reason": "Different bugs: float8 storage lookup failure vs PIL image processor torchvision dependency regression." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output drift in v5." + "reason": "Different code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs OmDet-Turbo processor/model input shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated issues: AyaVision lm_head tying bug vs Blip2 dtype not propagating to submodules." + }, + { + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Audio chat template sampling-rate default bug is unrelated to DAC.from_latents / missing STE mismatch." + "reason": "Both involve model loading/generation, but they are different models and different failure modes." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image processor label handling is unrelated to the MPS attention correctness issue." + "reason": "Different subsystems: BeitImageProcessorFast label reduction vs MPS attention correctness issue." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Non-template node compilation error and CLIPTokenizer max_length bug are different code paths." + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and distinct underlying causes." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Bark voice_preset failure is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "Different bugs: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Video multimodal token counting bug is unrelated to stale auto_mappings CI references." + "reason": "Different object types and failures: DAC forward/from_latents mismatch vs DiaConfig save/load losing token IDs." }, { - "left": "issue:43653", + "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to MXFP4 quantization loading fallback." + "reason": "Documentation/example errors are not the same as a quantization fallback bug in git-oss-20b." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "GGUF from_pretrained breakage is not the same as the EMBEDDIA tokenizer load regression." + "reason": "Different problems: Qwen3 MoE weight conversion/loading vs undefined video-token counting helpers in multimodal token logic." }, { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "Zero3 non-pretrained BERT crash is a different problem from evaluate-after-train failure." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to video token helper undefined names." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "PEFT adapter local checkpoint loading and Whisper batch_decode skip_special_tokens are distinct bugs." - }, - { - "left": "issue:44589", - "right": "issue:45042", - "accept": false, - "reason": "Float8 storage lookup TypeError is unrelated to PIL backend torchvision requirement regressions." - }, - { - "left": "issue:38175", + "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero-probability outputs and OmDet 640px vs 224px processor mismatch are different issues." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "AyaVision lm_head tying failure is unrelated to Blip2 dtype propagation." + "reason": "Different failures: BitNet packed-weight loading vs OmDet-Turbo processor output shape." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "GLM-4.7-Flash load test failure is not the same as Qwen3.5 flash-attention generation regression." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument compatibility." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "MoE weight conversion/loading bug is unrelated to GPT-oss out-of-memory." + "reason": "Unrelated: torch.compile/SDPA crash in Bamba vs MXFP4 quantization fallback in git-oss-20b." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "GenerationMixin import error and Jupyter custom-model init regression are separate API breakages." + "reason": "Tokenizer regressions, but different models and different root causes (special-token addition vs codec/warning behavior)." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "mdeberta add_special_tokens BOS/EOS regression is different from LlamaTokenizer ByteLevel-to-Metaspace override." + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode special-token skipping." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "SigLIP2 documentation example problems are unrelated to git-oss-20b MXFP4 quantization loading." + "reason": "Different areas: Qwen3-MoE sliding window logic vs PIL backend torchvision dependency regression." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are separate compatibility bugs." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet processor size mismatch." + "reason": "Both touch config/model loading, but one is trust_remote_code field loss and the other is composite config unwrapping in AutoModelForCausalLM.from_config." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is unrelated to quantization fallback in git-oss-20b." + "reason": "Trainer token counter update bug is unrelated to GPT-OSS perplexity behavior." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading/hardware issues." + "reason": "Both involve video-related paths, but one is undefined helper usage in token counting and the other is batched processor output shape." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Different tokenizer regressions: missing BOS/EOS addition vs codec handling / warning behavior in Kimi-K2.5." + "reason": "Related area, but not clearly the same concrete bug; one is an undefined-variable video-token path, the other is a broader video regression across several models." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode special-token handling." + "reason": "Distinct loading failures: accelerate+deepspeed MoE weight conversion vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision dependency issues." + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained visual-key serialization bug." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Importing GenerationMixin and compute_loss keyword-argument mismatch are unrelated failures." + "reason": "gguf_file/from_pretrained breakage is unrelated to an Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig is not the same as unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "Different model/loading failures: FineGrainedFP8Config handling vs MobileLLM-125M key error." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both involve video paths, but one is an internal undefined-name bug in token counting while the other is a model-specific video regression; not enough to treat as the same defect." + "reason": "Different Qwen3-family issues with different symptoms and code paths: device-mapping CUDA assert vs video-input ValueError." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "MoE loading/conversion under accelerate+deepspeed is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "init_empty_weights argument handling is unrelated to the PIL backend torchvision requirement regression." } ] }, @@ -5136,297 +5185,304 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:28282", "issue:33357", "issue:34567", - "issue:34689", + "issue:36010", + "issue:36331", "issue:38175", - "issue:40990", - "issue:41720", "issue:42175", "issue:42915", "issue:43257", "issue:43317", - "issue:43329", - "issue:43450", "issue:43452", + "issue:43493", "issue:43526", "issue:43540", "issue:43577", - "issue:43582", - "issue:43697", + "issue:43643", + "issue:43646", + "issue:43696", "issue:43742", + "issue:43749", "issue:43756", "issue:43824", "issue:43906", "issue:43927", + "issue:43994", "issue:44062", "issue:44291", "issue:44479", "issue:44488", "issue:44560", "issue:44737", + "issue:44756", + "issue:44792", "issue:44821", - "issue:44849", "issue:44898", "issue:44912", - "issue:44938", + "issue:44964", "issue:44987", "issue:44991", - "issue:45042", "issue:45072", + "issue:45081", "issue:45137", - "issue:45357", + "issue:45375", "issue:45381", "issue:45405", "issue:45479", "issue:45538", - "issue:45588", - "issue:45701" + "issue:45588" ], "soft_pairs": [ - "issue:34567|issue:40990", - "issue:43329|issue:43450", - "issue:44849|issue:45701", - "issue:43257|issue:43756", - "issue:43697|issue:45357", + "issue:33357|issue:34567", "issue:44987|issue:45538", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:42915|issue:43742", - "issue:44291|issue:45042", + "issue:43317|issue:45538", "issue:44479|issue:45381", - "issue:33357|issue:34567", - "issue:43577|issue:45072", "issue:42915|issue:44821", - "issue:42915|issue:45538", - "issue:42175|issue:43824", - "issue:43317|issue:45538", "issue:43540|issue:44560", "issue:43927|issue:44912", + "issue:43577|issue:45072", + "issue:42915|issue:45538", "issue:43540|issue:44479", - "issue:44062|issue:44991", - "issue:42175|issue:44488", - "issue:42175|issue:44938", + "issue:43257|issue:43756", + "issue:43257|issue:43696", "issue:45137|issue:45405", - "issue:43526|issue:45479", "issue:38175|issue:44898", "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", "issue:43906|issue:45381", - "issue:28282|issue:34689" + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:44062|issue:45081", + "issue:36010|issue:42175", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "0c5a27ae8180f760e8178ac5d7c2ce828fe7346ce3f9e7d265c32461f0c76611", + "prepared_review_unit_hash": "87a48cc783f553522352302c4e8f2010ea18867513fb5bdd02e6cc743b27ba94", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35926, - "estimated_input_tokens": 8982, - "estimated_eval_tokens": 18220 + "soft_pair_count": 30, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports with only one plausible duplicate subcluster around Qwen video-input regressions. Most soft pairs are not the same underlying issue.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 44479 is the best umbrella candidate because it describes the broad v5.3.0 video-input regression affecting several Qwen video models, and it can subsume the narrower Qwen2.5-VL report in 45381.", + "summary": "Mostly heterogeneous issue set with no clear global duplicate cluster. The SigLIP2 and Qwen video pairs are related by model/symptom, but not strong enough to accept as duplicates from metadata alone.", + "confidence": 0.61, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative issue here: it is broad, regression-focused, and closest to the only plausible duplicate subcluster in this set.", + "best_issue_reason": "Issue 43994 is the strongest single representative of the set because it is concrete and most closely aligns with 43493, but the relationship is still only soft/likely-related rather than a proven duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated bugs in different code paths." + "reason": "Different subsystems and symptoms: Mac CLIP bus error vs TrainerState token counting not updating." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Undefined names in multimodal token counting vs batched video processor shape handling are different failures." + "reason": "Both concern loading behavior, but they describe different model/config failures and no shared concrete code path." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and version-dependent tokenization changes are not the same bug." + "reason": "Unrelated bugs: dequantized model offload failure vs CLIPTokenizer max-length behavior." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and Smollm3 RoPE-layer dropping are unrelated model issues." + "reason": "Same general Qwen2.5-VL video area, but the evidence only shows a likely related regression, not the same concrete bug." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained key persistence affect different models and code paths." + "reason": "Different models and failures: Qwen3Moe FP8 config vs AutoImageProcessor URL loading." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Loading a specific model fails for one reason, while CLIPTokenizer max length is a separate tokenizer constant bug." + "reason": "Both are video-related, but they affect different Qwen models with different errors." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "gguf_file loading failures and Apple Silicon allocator TypeError are unrelated." + "reason": "Different load/serialization problems with no clear shared code path." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Qwen3OmniMoe video processing ValueError are different failures." + "reason": "Both mention dtype issues, but on different model families and different failure modes." }, { "left": "issue:42915", - "right": "issue:43742", + "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe FP8 config failure and MobileLLM key error do not share the same underlying code path." + "reason": "No meaningful overlap beyond being load/config issues; the affected components are unrelated." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are separate regressions." + "reason": "Both involve video inputs, but the model families and concrete failures differ." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both report the same class of v5.3.0 Qwen video-input regression; 45381 looks like a narrower manifestation of the broader 44479 bug." + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MOE loading/conversion vs Smollm3 RoPE layer mismatch." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token accounting are unrelated." + "reason": "Qwen3 MOE loading/conversion failure and GPT-oss OOM are unrelated." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "BLIP2 dtype persistence and SwitchTransformers/TimmWrapperModel bf16 mismatch are different bugs." + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version pinning." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are not the same issue." + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation issue." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3Moe FP8 configuration and CLIPTokenizer max_length are unrelated." + "reason": "XLNet CPU device bug and flash_attention sinkless-model AttributeError are unrelated." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "TensorFlow backend packaging and missing Qwen2.5-VL import are different package/import problems." + "reason": "Both are tokenizer-related, but the concrete bugs and models differ." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "device_map=auto offload failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Different loading failures with no shared concrete cause." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both involve video, but they are different models and different error modes, so they are not clearly the same bug." + "reason": "An isolated reproduction reference is not the same as the Qwen2.5-VL video regression." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "DiaConfig save/load token IDs and MXFP4 loading fallback are different configuration bugs." + "reason": "Generic custom-model init breakage vs FSDP CPU RAM efficient loading; too broad to merge." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Qwen3OmniMoe video ValueError and the broader Qwen video-input regression are too different in model family and symptom to merge confidently." + "reason": "Both touch memory/loading, but the concrete failure modes and targets differ." }, { "left": "issue:44062", - "right": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "AddedToken special-argument error and tokenizer loading failure for a specific model are distinct problems." + "reason": "Tokenizer AddedToken duplication and Mistral regex patch AttributeError are different bugs." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "TensorFlow backend packaging and model loading for cjvt/sleng-bert are unrelated." + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "TensorFlow backend packaging and Python 3.14 loading failure are not the same bug." + "reason": "Training-state token accounting and custom compute_loss signature errors are different issues." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + "reason": "Both concern config fields, but one is generic trust_remote_code field loss and the other is a specific Qwen vision config strict-field drop." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "BeitImageProcessorFast label reduction and zero-loss sequence classification are different bugs." + "reason": "Same model family and symptom area, but not enough evidence to call this the same concrete bug from titles/body metadata alone." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Siglip2 zero probabilities and Perceiver non-default resolution failure are separate model-specific issues." + "reason": "Package/backend install issue vs missing model import; unrelated." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "XLNet CPU tensor allocation and flash_attention sink-less AttributeError are unrelated." + "reason": "Different model-loading failures with no shared concrete cause." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "A reproduction of another issue and a Qwen video-position-id regression are not the same underlying bug." + "reason": "Different APIs and failure modes: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug vs sequence-classification zero-loss bug are not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Missing PyTorch import error and Llama 3.2 vision model loading regression are unrelated." + "reason": "Both are multimodal load/generate problems, but they affect different models and symptoms." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster-level summary is grounded in the packet, and the only accepted soft pair (44479/45381) is a conservative, well-supported duplicate call based on the shared Qwen video-input regression theme. The rejected pairs are generally cautious and do not overclaim sameness across clearly different model/code paths. " + "accept": false, + "feedback": "The overall clustering is mostly conservative, but it overstates the evidence on the SigLIP2 pair. From the packet we only have titles/body metadata, and those two issues are related by model and symptom, not enough to call them a \"clear duplicate match\" or the \"same bad-output behavior\" with high confidence. The Qwen2.5-VL video pair is also only plausibly related, not definitively the same regression. I would keep both as tentative/likely-related rather than accepted duplicates." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5446,291 +5502,276 @@ "issue:24643", "issue:28282", "issue:29127", - "issue:34567", - "issue:36331", + "issue:34689", + "issue:38175", "issue:41762", + "issue:42175", + "issue:43295", "issue:43452", - "issue:43493", "issue:43531", "issue:43577", "issue:43582", "issue:43643", - "issue:43688", + "issue:43653", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", - "issue:43782", - "issue:43994", - "issue:44062", - "issue:44164", - "issue:44291", + "issue:43819", + "issue:44361", + "issue:44442", "issue:44466", "issue:44484", "issue:44488", "issue:44514", "issue:44561", + "issue:44568", "issue:44589", "issue:44625", "issue:44704", - "issue:44792", + "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44936", - "issue:44964", + "issue:44977", "issue:45005", "issue:45042", "issue:45081", "issue:45216", "issue:45290", "issue:45325", - "issue:45375", + "issue:45356", "issue:45381", "issue:45405", "issue:45600" ], "soft_pairs": [ - "issue:43749|issue:44164", - "issue:43742|issue:44291", - "issue:28282|issue:29127", - "issue:43756|issue:45325", - "issue:43582|issue:43782", - "issue:43493|issue:43994", - "issue:44062|issue:45081", - "issue:34567|issue:36331", - "issue:43643|issue:45375", - "issue:44291|issue:44821", - "issue:43452|issue:44488", - "issue:44792|issue:44964", + "issue:28282|issue:34689", "issue:45042|issue:45081", "issue:44484|issue:44704", "issue:45405|issue:45600", + "issue:43756|issue:45325", "issue:43742|issue:44589", + "issue:28282|issue:29127", "issue:43531|issue:44821", - "issue:43688|issue:43749", "issue:43697|issue:45216", "issue:44514|issue:45381", "issue:43643|issue:44561", "issue:44625|issue:44877", + "issue:43582|issue:44977", "issue:43452|issue:43577", "issue:43720|issue:44898", "issue:44514|issue:45290", "issue:43452|issue:44843", + "issue:42175|issue:44488", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", "issue:41762|issue:44936", + "issue:43653|issue:44568", "issue:24643|issue:29127", - "issue:44466|issue:45005" + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" ], - "prepared_review_unit_hash": "12cb4a235a328e662df6943e95021d5a14e16ecd09ebc1f171cad0268a3f6e5e", + "prepared_review_unit_hash": "21f65759228630fdde4e03317e6641bb64320861e79d7b2ebb5100a3043f4471", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35540, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly heterogeneous. Nearly all soft pairs are adjacent but not true duplicates; only the two SigLIP2 reports look like the same underlying model-implementation discrepancy.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43493 is the clearest, most specific report of the underlying SigLIP2 correctness problem and is the better anchor for the only plausible duplicate pair.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 has the strongest reproducible bug description and best matches the likely shared root cause for the SigLIP2 pair.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43749", - "right": "issue:44164", - "accept": false, - "reason": "Both involve loading/saving paths, but one is FSDP CPU RAM-efficient loading and the other is extra_state serialization; different bugs and code paths." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Both fail during model loading, but MobileLLM key errors and init_empty_weights/_is_hf_initialized errors are distinct causes." - }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer bug reports spanning tokenizers, loading, vision, configs, and serialization. Only the tied-weights save_pretrained reports (issue:44466 and issue:45005) look plausibly like the same underlying regression; the rest are distinct bugs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45005 is the best representative of the only near-duplicate tied-weights regression in the set; issue:44466 looks like a narrower device-dependent symptom of the same save_pretrained problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the most general and actionable report for the tied-weights serialization regression, so it is the strongest issue candidate in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "Completely different problems: missing PyTorch import vs. a LayoutLMv3 box-validation error-message issue." - }, - { - "left": "issue:43756", - "right": "issue:45325", - "accept": false, - "reason": "Both mention RoPE/position handling, but they affect different models and different logic; not the same concrete bug." - }, - { - "left": "issue:43582", - "right": "issue:43782", - "accept": false, - "reason": "Different failures in unrelated areas: Apple Silicon allocator warmup vs. Qwen3VL weight-only loading." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both describe SigLIP2 producing incorrect outputs relative to the expected implementation; one is the JAX-vs-HF discrepancy and the other is the same symptom in model/pipeline use." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken constructor conflict and the other is a Mistral regex patch crash; different root causes." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Both are trainer-related, but num_input_tokens_seen not updating and compute_loss signature mismatch are separate bugs." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both concern config handling, but one is generic trust_remote_code field loss and the other is a specific config field dropped by strict schema; not the same bug." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "Different loading paths and failures: init_empty_weights with an unexpected argument vs. AutoImageProcessor loading from URL." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading complaints, but gguf_file support and a specific sleng-bert load failure are not the same underlying issue." - }, - { - "left": "issue:44792", - "right": "issue:44964", + "right": "issue:34689", "accept": false, - "reason": "Different multimodal model failures; a failing janus test case is not the same as loading Phi-4 multimodal instruct." + "reason": "Generic missing-PyTorch import error vs a specific Llama 3.2 vision loading regression; different failures and code paths." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated bugs: PIL image processors wrongly requiring torchvision vs. a tokenizer regex crash." + "reason": "Torchvision dependency regression in image processors vs a Mistral tokenizer regex crash; unrelated subsystems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Save-sharding defaults and AutoProcessor kwargs forwarding are unrelated." + "reason": "Question about `max_shard_size` vs `AutoProcessor` not forwarding kwargs to `cached_file`; not the same bug." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unreleased PEFT version pinning and removed auto_mappings config references are separate release/CI issues." + "reason": "Released-version dependency bump vs stale auto-mapping config references; different maintenance problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE-related math, but on different models and different mechanisms; not the same underlying bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different load-time errors with different causes and affected code paths." + "reason": "MobileLLM key error during load vs float8 storage lookup failure; distinct runtime issues." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation messaging; no shared root cause." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Both touch training/loading infrastructure, but auxiliary-loss normalization and FSDP loading are unrelated bugs." + "reason": "Qwen3-MoE sliding-window behavior vs image processor loading from URL; unrelated areas." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different models: RTDetrV2 output changes vs. Qwen3.5 checkpoint save_pretrained behavior." + "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression; different models and operations." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is apply_chat_template batching and the other is video position IDs; not the same bug." + "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is wrong video position IDs." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both affect trust_remote_code workflows, but missing config fields and removal of is_torch_fx_available are different failure modes." + "reason": "Both touch `trust_remote_code`, but one is missing config fields and the other is a v5 API removal breaking remote-code models; different root causes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config propagation/strictness, but they affect different models and different mechanisms." + "reason": "`num_labels` propagation bug vs strict-config rejection for a different model family; not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failures and Blip2 dtype propagation are unrelated." + "reason": "GGUF loading failure vs Blip2 dtype not respecting requested precision; different code paths." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation behavior are unrelated code paths." + "reason": "BitNet packed-weight unpacking during accelerate loading vs Perceiver resolution/interpolation bug; unrelated model-specific issues." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Same public API, but the crashes are on different inputs and edge cases; too broad to treat as one bug." + "reason": "Both are chat-template crashes, but the triggers are different enough that they do not look like one underlying bug." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading issues and offline mistral-regex patch behavior are unrelated." + "reason": "GGUF tokenizer/model loading issue vs offline Mistral regex patch calling `model_info()`; different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model-loading report; no shared bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe v5 tied-weights/save_pretrained regressions around `lm_head.weight` and translation models, pointing to the same serialization code path." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch vs Whisper batch_decode token handling; unrelated audio-model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kimi-K2.5 codec handling and warning text; different issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Both are training/loading related, but Gemma3 DeepSpeed ZeRO-3 loading and trainer.evaluate() after train() are distinct problems." + "reason": "DeepSpeed ZeRO-3 Gemma3 loading index error vs trainer evaluate-after-train failure; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token decode bug vs mdeberta BOS/EOS handling in add_special_tokens; different tokenizer implementations." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different issues: DeepSpeed weight-shape runtime error vs. LayoutLMv3 box-validation messaging." + "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 error-message clarity; unrelated." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs processor/tokenizer regression; different model behavior and failure mode." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both concern tied weights, but one is inconsistent serialization by device and the other is translation-model tied-weight issues; not enough evidence for same bug." + "reason": "BigBird special-token registration bug vs MLuke AttributeError on tasks; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls stay conservative. The only accepted pair, issue:43493 with issue:43994, is a reasonable same-bug match based on the shared SigLIP2 output-discrepancy symptom. The rejected pairs are mostly justified by distinct titles/bug classes without overstating evidence." + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate pair, issue:44466 and issue:45005, is plausibly the same tied-weights/save_pretrained regression; the other soft-edge rejections are appropriately cautious based on the titles alone." }, "evaluator_used": true, "retried": false, @@ -5754,341 +5795,306 @@ "issue:28282", "issue:30064", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:35141", - "issue:38175", + "issue:36010", "issue:41720", "issue:43122", + "issue:43262", "issue:43295", "issue:43329", "issue:43452", + "issue:43493", "issue:43504", + "issue:43525", "issue:43531", "issue:43550", + "issue:43572", "issue:43577", - "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43819", + "issue:43756", + "issue:43825", "issue:43906", "issue:43927", "issue:44361", - "issue:44442", "issue:44451", "issue:44464", "issue:44479", - "issue:44554", - "issue:44568", "issue:44610", - "issue:44625", "issue:44743", - "issue:44811", + "issue:44821", "issue:44843", + "issue:44849", + "issue:44913", "issue:44936", "issue:44977", "issue:44991", "issue:45325", "issue:45356", + "issue:45357", "issue:45440", - "issue:45588", - "issue:45701", - "issue:45704" + "issue:45588" ], "soft_pairs": [ - "issue:43295|issue:45356", - "issue:43819|issue:44811", - "issue:43653|issue:44568", - "issue:44464|issue:44743", - "issue:43688|issue:45440", - "issue:43688|issue:45704", - "issue:41720|issue:43906", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:43653|issue:44361", "issue:30064|issue:33666", - "issue:28282|issue:32090", - "issue:43646|issue:43749", + "issue:44464|issue:44743", "issue:43577|issue:43697", - "issue:43688|issue:45701", - "issue:44479|issue:44936", - "issue:28282|issue:33357", "issue:44843|issue:44991", - "issue:28282|issue:35141", + "issue:44479|issue:44936", + "issue:41720|issue:43906", "issue:44977|issue:45356", - "issue:43577|issue:45588", + "issue:43688|issue:45440", "issue:43531|issue:43742", + "issue:43577|issue:45588", "issue:43653|issue:43927", - "issue:43329|issue:45325", - "issue:43122|issue:43906", "issue:44464|issue:44977", - "issue:43577|issue:44554", "issue:43550|issue:43927", - "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:43504|issue:43720", - "issue:32090|issue:34567", + "issue:43122|issue:43906", "issue:43504|issue:43550", - "issue:41720|issue:44464", + "issue:32090|issue:34567", "issue:32090|issue:33666", + "issue:28282|issue:35141", "issue:43504|issue:44610", - "issue:43452|issue:44451" + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43329|issue:45325", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43688|issue:43749", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43262|issue:43295" ], - "prepared_review_unit_hash": "8293159639519b8ead9728c9615676121b2713b88a74606f95eefcfc08ff2841", + "prepared_review_unit_hash": "16986b8641269f1c7d102b4ce9985bc429456919a7bdb0334b070e158deb7a21", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38916, - "estimated_input_tokens": 9729, - "estimated_eval_tokens": 19714 + "soft_pair_count": 32, + "serialized_chars": 37459, + "estimated_input_tokens": 9365, + "estimated_eval_tokens": 18986 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster; it mixes many unrelated regressions across tokenization, loading, training, vision, and compilation. If one issue must represent the cluster, the broad tokenizer-regression report is the best umbrella, but the soft pairs do not look like true duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "No strong duplicate anchor exists. Issue 45701 is the broadest representative of the recurring version-dependent tokenization complaints and has the most cross-references, so it is the best umbrella issue if one must be chosen.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions. None of the soft pairs look like true duplicates on title-level evidence, so I would not merge any of them; the broadest anchor issue is the FSDP CPU RAM efficient loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43749 is the most broad and impactful item here, with substantial discussion and inbound references, so it is the best cluster anchor even though the surrounding issues are heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "45701 is the most general and central issue in this mixed set, so it is the best single triage representative even though it is not a confirmed duplicate of the others.", + "best_issue_reason": "issue:43749 has the strongest triage signal and is a generic infra regression rather than a narrow model-specific bug, making it the best representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and code paths: processor/tokenizer access vs codec/regex handling." - }, - { - "left": "issue:43819", - "right": "issue:44811", - "accept": false, - "reason": "DAC latent decoding and Whisper batch decoding are unrelated features with different failure modes." - }, - { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Both mention special-token behavior, but one is BigBird decode registration and the other is mDeBERTa BOS/EOS insertion." + "reason": "Different subsystems: image processor segmentation-map handling vs Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation with compiled forward is a different bug from recurrent-state reset in modular_qwen3_5." + "reason": "Both touch generation/caching, but one is chunked generation with compiled forward and the other is Qwen3.5 recurrent-state reset; not the same code-path bug." }, { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux-loss normalization and DeepseekV3MoE divergence are different model/math bugs." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization is unrelated to the T5 apex RMSNorm memory leak." - }, - { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts are not the same as the isolated reproduction issue linked to another bug." + "reason": "One is dtype not propagating in Blip2 loading; the other is RTDetrV2 output drift in v5. Different model families and failure modes." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different problems." + "reason": "Both involve tokenizer loading regressions, but one is offline model_info patching and the other is tokenizer loading for a specific model; not the same underlying defect." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44479", + "right": "issue:44936", "accept": false, - "reason": "MLukeTokenizer task errors and AutoTokenizer failing on FastSpeech2Conformer are distinct loading/attribute issues." + "reason": "Video-input regression for several VLMs vs trainer.evaluate() failing after trainer.train(); unrelated paths." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "BigBird special-token decode and MLukeTokenizer AttributeError are unrelated tokenizer bugs." + "reason": "Different bugs: Qwen3 auto device mapping cuda assert vs an isolated reproduction of another issue." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "Void segmentation maps in an image processor and Qwen2-VL multi-GPU training are different subsystems." + "reason": "Both are tokenizer/model regressions, but one is flash-attention generation behavior and the other is Kimi-K2.5 tokenizer codec/warning handling." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Missing PyTorch import error and Trainer _gpu_broadcast_one NoneType error are unrelated runtime failures." + "reason": "Auxiliary-loss normalization in MoE models vs native DeepseekV3MoE implementation divergence; not mergeable as one fix." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different initialization/loading regressions." + "reason": "Sliding-window behavior in Qwen3-MoE is separate from a key error while loading MobileLLM-125M." }, { "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output drift are separate model-specific bugs." - }, - { - "left": "issue:43688", - "right": "issue:45701", + "right": "issue:45588", "accept": false, - "reason": "Only a broad regression theme overlaps; aux-loss normalization is not the same as tokenization changing across versions." + "reason": "Blip2 dtype propagation is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44479", - "right": "issue:44936", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Video-input regression and trainer.evaluate after trainer.train affect different execution paths." + "reason": "BigBirdTokenizer special-token decode bug vs DiaConfig save/load losing custom token IDs; different components and causes." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "PyTorch missing import and MacOS bus error are different environment/runtime issues." + "reason": "Both mention generation, but one is compiled-forward chunked generation inconsistency and the other is Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "HF_HUB_OFFLINE patch behavior and tokenizer loading for a specific model are different tokenizer-loading bugs." + "reason": "Bamba torch.compile + SDPA failure is unrelated to DiaConfig token-ID persistence." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "ImportError for PyTorch and post_init reinitializing embeddings are unrelated." + "reason": "Different failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." }, - { - "left": "issue:44977", - "right": "issue:45356", + { + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Flash-attention generation issues and Kimi tokenizer codec handling are different regressions." + "reason": "Beit legacy-field loading bug and BitNet packed-weight unpacking bug are distinct loading issues." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Blip2 dtype mismatch and flash_attention.py crashing on s_aux=None are unrelated." + "reason": "Tokenizer behavior change across versions vs an isolated reproduction of another issue; not the same bug." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a MobileLLM key error are different bugs." + "reason": "Different model-loading paths and different root causes: legacy field handling vs torch.compile/SDPA." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "BigBird special-token decode and DiaConfig losing custom token IDs are both token-related, but the root causes differ." + "reason": "Trainer broadcast of NoneType is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Undefined video helper names and rope index temporal scaling are separate video-VLM bugs." + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; both involve training but not the same defect." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Tokenization differences across versions and an isolated reproduction of another issue are not the same bug." + "reason": "ImportError for missing PyTorch vs output embedding reinitialized after resizing token embeddings; unrelated." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Compiled-forward chunked generation and flash-attention generation are different failures." + "reason": "Different vision-model loading bug vs OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Blip2 dtype handling and an MPS attention correctness issue are unrelated." + "reason": "gguf_file breaks tokenizer/model loading APIs, but 'cannot load vesteinn/ScandiBERT' is a separate model-specific loading failure." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Bamba torch.compile SDPA failure and DiaConfig token ID loss are different code paths." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are separate loading problems." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Video-input regression and Qwen3.5 num_labels propagation are unrelated." + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression are different configuration bugs." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Bamba compile/S D P A issues and MLukeTokenizer AttributeError are unrelated." + "reason": "Both concern missing config token fields, but one is Llama4Config pad_token_id and the other is StableLmConfig pad_token_idx after v5 update; not the same issue." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are different loading bugs." + "reason": "Video multimodal token counting bug vs Qwen2.5-VL still-image position-id scaling bug; different multimodal branches." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Trainer broadcast NoneType and TrainerState token counter not updating are different trainer issues." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Beit pretrained loading and Bamba compile/S D P A are unrelated." + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Qwen3 auto device mapping asserts and chunked generation with compiled forward are different Qwen3 bugs." + "reason": "Both are training/inference infra issues, but one is MoE aux-loss normalization and the other is FSDP CPU RAM efficient loading; different code paths." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Trainer NoneType broadcast and Qwen2-VL multi-GPU training are different domains." + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task error messaging." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Legacy-field loading in Beit and OmDet processor size mismatch are unrelated." + "reason": "Qwen3.5 hidden-states bug vs Qwen3.5 save_pretrained saving incorrect visual encoder keys; same model family, different bug." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "gguf_file breaking tokenizer/model loading and inability to load ScandiBERT are both loading failures, but not the same mechanism or model-specific bug." + "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer access and image-passing regression." } ] }, @@ -6112,309 +6118,323 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:28282", + "issue:32090", "issue:33357", "issue:33666", - "issue:36010", "issue:36331", "issue:39692", "issue:43257", - "issue:43262", "issue:43278", "issue:43295", "issue:43299", "issue:43334", "issue:43493", "issue:43504", - "issue:43525", "issue:43540", "issue:43572", + "issue:43575", + "issue:43577", "issue:43606", "issue:43646", + "issue:43653", "issue:43688", "issue:43716", "issue:43720", - "issue:43742", "issue:43756", "issue:43824", - "issue:43825", "issue:43844", "issue:43927", + "issue:44291", "issue:44361", "issue:44423", "issue:44466", + "issue:44479", "issue:44488", + "issue:44554", "issue:44589", "issue:44625", "issue:44734", - "issue:44821", "issue:44843", - "issue:44849", - "issue:44913", "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", - "issue:45357", "issue:45405", "issue:45520", - "issue:45584", + "issue:45701", + "issue:45704", "issue:45759" ], "soft_pairs": [ - "issue:43278|issue:43688", - "issue:43742|issue:44821", - "issue:43756|issue:44913", - "issue:43525|issue:43572", - "issue:33666|issue:36010", - "issue:43493|issue:43825", - "issue:44849|issue:45357", - "issue:43262|issue:43295", "issue:43540|issue:43716", "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:28282|issue:32090", "issue:43334|issue:43572", - "issue:43278|issue:43844", + "issue:28282|issue:33357", + "issue:43577|issue:44554", "issue:33666|issue:36331", - "issue:43493|issue:43844", + "issue:43688|issue:45704", "issue:39692|issue:43493", - "issue:43334|issue:45759", "issue:43720|issue:44361", - "issue:43257|issue:43299", + "issue:43334|issue:45759", "issue:44964|issue:45405", + "issue:44479|issue:44625", "issue:43540|issue:44977", - "issue:44625|issue:45584", + "issue:43493|issue:43844", "issue:44488|issue:44843", "issue:43756|issue:45083", "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:43278|issue:43844", "issue:43824|issue:44589", "issue:43646|issue:44466", - "issue:44589|issue:45520", "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:43688|issue:45701", "issue:33357|issue:33666", "issue:43504|issue:43606", - "issue:44423|issue:44734" + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405" ], - "prepared_review_unit_hash": "c4c876c1389763b07ff3e169931712d8c220928ef53513b6bf12360af585ce64", + "prepared_review_unit_hash": "b356d4a8df0307b6ad92692864f752d20679b7566ac7e742271ae2ec79cd3714", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37450, - "estimated_input_tokens": 9363, - "estimated_eval_tokens": 18982 + "soft_pair_count": 34, + "serialized_chars": 38214, + "estimated_input_tokens": 9554, + "estimated_eval_tokens": 19364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes many unrelated Transformers bugs across different models, configs, serving paths, and docs. None of the soft-edge pairs look like true duplicates, so I would not merge any of them.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans unrelated regressions and model-specific bugs, so none is a safe representative.", + "summary": "This cluster is heterogeneous, with many unrelated model-loading, dtype, tokenizer, and serving regressions. None of the soft pairs look like true duplicates under a strict triage standard. If forced to pick a representative, the broadest issue is the Qwen multimodal config-loading regression in issue 45759.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45759 is the broadest representative of the cluster\u2019s repeated Qwen multimodal/config-loading regressions, especially around composite config handling. There is no single exact canonical across the whole set, but this is the closest umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for deduplication; several Qwen-related reports recur, but they target different code paths and failure modes.", + "best_issue_reason": "Issue 45759 is the best global representative because it captures a central and recurring theme in the cluster: model construction/loading behavior breaking for Qwen multimodal configs. It is still not a duplicate match for most other items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Different bugs: dtype drift in evaluation vs auxiliary-loss normalization." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Unrelated failures: MobileLLM load key error vs loading AutoImageProcessor from URL." - }, - { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "Both mention RoPE, but one is a model design bug and the other is config reload serialization." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Same broad theme of missing token IDs, but different models and fields; not the same bug." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation error messaging; different issues." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Hidden-states bug and save_pretrained visual-key bug are separate regressions." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default and processor/tokenizer regression are different code paths." - }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Video-input processing failure vs image preprocessor/model dtype mismatch; not duplicates." + "reason": "Different multimodal failure modes: Qwen3Omni video processing vs Mistral-3 image preprocessor/model dtype mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID loss." + "reason": "Unrelated bugs: accelerate packed-weight unpacking vs DiaConfig token-ID persistence." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID loss are different problems." + "reason": "Different codepaths and symptoms: CPU offload device mismatch vs config save/load token ID loss." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to the Trainer broadcast NoneType TypeError." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different models and different missing config fields; not the same defect." + "reason": "Both are pad-token-related, but different models, attribute names, and loading failures; not the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: dependency import missing vs MacOS bus error on CLIP load." + }, + { + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Embedding dtype change and ZeRO-3 gradient growth are unrelated." + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Training setup issue vs trainer signature incompatibility; distinct bugs." + "reason": "Multi-GPU training support vs custom compute_loss API breakage are different problems." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "SigLIP2 discrepancy vs DeepSpeed gradient abnormality are unrelated." + "reason": "Aux-loss normalization bug and apex RMSNorm memory leak are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Docs/example errors are not the same as a core HF-vs-JAX implementation discrepancy." - }, - { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is missing pad_token_id on load and the other is from_config unwrapping text_config." + "reason": "Doc example errors are not the same as SigLIP2 implementation parity discrepancies." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer AttributeError are unrelated." + "reason": "Accelerate loading of packed weights vs tokenizer AttributeError are different bugs." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both are Qwen3 MoE-related, but one is accelerate/deepspeed weight conversion and the other is dev-version model loading." + "reason": "Both concern Qwen multimodal loading, but one is missing pad_token_id while the other is text_config unwrapping in from_config; different fixes." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model load failure and a dependency version pin issue are unrelated." + "reason": "Phi-4 multimodal load regression is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing bug vs flash-attention generation bug; different failures." + "reason": "Different Qwen3.5-related failures: video processing vs flash-attention generation behavior." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "SigLIP2 parity discrepancy is unrelated to the HfDeepSpeedConfig gradient issue." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model loading failure and offline-mode hub lookup bug are separate issues." + "reason": "Model load failure and offline hub lookup bug are different concrete problems." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer bug and helper length computation bug are different code paths." + "reason": "RoPE-layer omission in Smollm3 is unrelated to the qwen3_omni_moe feature-length helper bug." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Text-only token-type default and multi-GPU OOM are not the same defect." + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression; not the same fix." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval and ZeRO-3 gradient growth are different issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for Qwen2.5-VL and float8 storage lookup error are unrelated." + "reason": "Missing model import and missing Float8 storage support are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regression and lm_head serialization inconsistency are different bugs." + "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are different codepaths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example problems are not the same as processor/tokenizer regression in custom model code." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup and flash_attn KeyError on Python 3.13 are unrelated." + "reason": "Float8 storage handling and flash_attn import-key error are unrelated." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Documentation example problems do not match the processor/tokenizer regression." + "reason": "Aux-loss normalization is unrelated to tokenization changes." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + "reason": "CLIP MacOS bus error and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field load failure and bark CPU-offload device mismatch are distinct bugs." + "reason": "Legacy-field model loading failure vs CPU offload device mismatch are different bugs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve multimodal crash from string tensor handling and KV-cache continuation indexing bug are different failures." + "reason": "Both are serve crashes, but the concrete failures differ: multimodal .to() handling vs KV-cache continuation indexing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad token metadata and init_empty_weights unexpected argument are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token-ID persistence and tokenizer task AttributeError do not look like the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model loading issues: legacy field vs special-token registration." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5 config propagation, but num_labels propagation and from_config text_config unwrapping are distinct failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT version bump are unrelated." } ] }, @@ -6447,24 +6467,21 @@ "issue:43232", "issue:43278", "issue:43295", + "issue:43334", "issue:43493", - "issue:43504", + "issue:43525", "issue:43540", - "issue:43572", - "issue:43575", - "issue:43582", "issue:43606", - "issue:43653", + "issue:43688", "issue:43701", "issue:43844", - "issue:43927", + "issue:43873", "issue:43957", "issue:43994", "issue:44112", - "issue:44291", "issue:44315", - "issue:44361", "issue:44464", + "issue:44466", "issue:44493", "issue:44521", "issue:44554", @@ -6472,228 +6489,235 @@ "issue:44610", "issue:44792", "issue:44849", + "issue:44898", "issue:44964", - "issue:44977", "issue:45072", "issue:45084", + "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45325", "issue:45356", "issue:45405", + "issue:45412", "issue:45446", "issue:45520", "issue:45584", "issue:45701" ], "soft_pairs": [ - "issue:43572|issue:44291", - "issue:43927|issue:44361", - "issue:43504|issue:43653", - "issue:43575|issue:45405", - "issue:44464|issue:45584", - "issue:43994|issue:44493", - "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:43606|issue:44112", "issue:44521|issue:45290", + "issue:43994|issue:44493", "issue:29942|issue:30333", + "issue:44464|issue:45584", "issue:43844|issue:44964", "issue:45084|issue:45520", "issue:44554|issue:45446", + "issue:43688|issue:43873", "issue:44568|issue:45701", "issue:15354|issue:38175", "issue:43540|issue:45200", - "issue:43582|issue:44977", "issue:45072|issue:45198", "issue:43232|issue:44849", - "issue:37428|issue:43957", "issue:39401|issue:44568", + "issue:43278|issue:43701", "issue:44315|issue:44849", "issue:44554|issue:45356", - "issue:43493|issue:43701", "issue:43295|issue:44610", - "issue:45200|issue:45325" + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "4be067b8df5b74014bed75d52f77247e9f4c83cc1cf62c91e30507cbb7b2b96a", + "prepared_review_unit_hash": "f4fc0e80610a9058553406f08f22dc26e535801403039ce9826141c8c62f2966", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35863, - "estimated_input_tokens": 8966, - "estimated_eval_tokens": 18188 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35096, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer regressions, generation bugs, loading/config issues, device/dtype mismatches, and unrelated CI failures are all mixed together. I do not see a single underlying bug/change unifying the items, so the soft edges should all be rejected.", - "confidence": 0.14, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous: tokenizer, generation, multimodal, CI, loading, and offload bugs are mixed together. I don\u2019t see any true duplicate pairs, so all soft edges are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "If forced to pick one anchor, issue:45701 is the broadest tokenizer-regression report and the closest thing to an umbrella, but the cluster is not a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No true canonical issue stands out because the cluster is noisy; if a placeholder is needed, issue:44521 is the most discussion-heavy and broadly representative of a multimodal chat-template regression, but it is not a real duplicate hub for the rest of the items.", + "best_issue_reason": "issue:45701 is the most general and reusable issue in the set, with some inbound interest and a title broad enough to subsume adjacent tokenizer complaints, though it is still not a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Both are transformer 5.x loading regressions, but one is a StableLmConfig padding-field issue and the other is an init_empty_weights/_is_hf_initialized constructor mismatch; different concrete code paths." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "One is a DiaConfig save/load regression causing generation IndexError, the other is an MLukeTokenizer AttributeError; both are tokenizer/config problems but not the same bug." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "BEiT semantic segmentation loading with a legacy field and BigBirdTokenizer special-token registration/empty decode are unrelated failures." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "Qwen2 tensor-parallel OOM and a PEFT minimum-version bump are unrelated." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription failure after align_special_tokens are different generation bugs." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 nonsense outputs and a generic position-id key warning are not the same underlying issue." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatches." - }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and an unreleased PEFT version bump are unrelated." + "reason": "Unrelated: Janus test failure vs PEFT version pinning." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and a stale GraniteSpeech CI test both mention device behavior, but they are different code paths and failure modes." + "reason": "Both are CI/device-flavored, but they involve different models and different failure modes." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content; not the same concrete bug." + "reason": "Same API area, but one is zero assistant masks and the other is a tool-call crash." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and model scopes; not the same underlying bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting after failed training are unrelated." + "reason": "Flash Attention test failures vs MLFlow reporting; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation paths and different models." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4-multimodal loading failure are different model/runtime issues." + "reason": "ZeRO-3 gradient issue vs model loading on meta device." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compile errors and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Compilation error vs flash_attn import KeyError." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness bug and a PyTorch version check for flex_attention imports are distinct issues." + "reason": "Attention correctness bug vs PyTorch version check bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs quantized offload behavior." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "Specific BOS/EOS token omission for mdeberta-v3-base and a broad tokenization-change report are too general/different to be duplicates." + "reason": "A specific tokenizer special-token bug is not the same as a broad tokenization-regression report." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript export failure vs unexpected zero probabilities in inference." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma 4 mm_token_type_ids defaults are different multimodal model bugs." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + "reason": "Different multimodal processing bugs with different triggers." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures do not share the same root cause." + "reason": "Dtype mismatch in inference vs save/tokenization failure." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "sync_gpus/_update_model_kwargs_for_generation behavior and Qwen3.5 output_hidden_states regression are different generation-path bugs." + "reason": "Generation kwargs/sync_gpus issue vs output_hidden_states bug." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Flash attention import failure and meta-device loading breakage are unrelated." + "reason": "Offset-mapping bug vs special-token insertion bug." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and add_special_tokens behavior for mdeberta-v3-base are different tokenizer bugs." + "reason": "Embedding dtype drift vs checkpoint key mismatch." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init and output_hidden_states regression are unrelated." + "reason": "Liger kernel application bug vs hidden-states generation bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness issue vs tokenizer codec regression." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 and OmDet-Turbo input-size mismatch are different multimodal issues." + "reason": "Processor/tokenizer access regression vs image-size mismatch." }, { "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." + "reason": "Token-type-id defaulting vs temporal position-id scaling." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar missing-pad_token_id symptom, but different model/config implementations." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Image resolution mismatch vs memory-release problem." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization/tied-weight inconsistency vs LoRA merge collapse." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attn import breakage vs meta-device loading bug." } ] }, @@ -6723,18 +6747,16 @@ "issue:43262", "issue:43278", "issue:43295", - "issue:43334", - "issue:43388", "issue:43425", "issue:43450", "issue:43493", - "issue:43525", - "issue:43526", "issue:43572", "issue:43575", + "issue:43606", "issue:43653", "issue:43819", "issue:43824", + "issue:43825", "issue:43827", "issue:43844", "issue:43856", @@ -6748,284 +6770,285 @@ "issue:44360", "issue:44442", "issue:44464", - "issue:44466", "issue:44514", "issue:44521", "issue:44561", "issue:44610", "issue:44792", "issue:44857", - "issue:44898", "issue:44936", "issue:44987", "issue:45083", "issue:45127", "issue:45198", "issue:45245", + "issue:45290", + "issue:45381", "issue:45412", "issue:45563", - "issue:45584" + "issue:45584", + "issue:45593" ], "soft_pairs": [ - "issue:43334|issue:43525", - "issue:44898|issue:45412", - "issue:44466|issue:45127", - "issue:43873|issue:44464", - "issue:37428|issue:43824", "issue:43572|issue:44987", - "issue:44792|issue:45563", - "issue:43844|issue:44936", "issue:43572|issue:43957", - "issue:43388|issue:43526", + "issue:43873|issue:44464", "issue:43824|issue:43975", "issue:43295|issue:43450", + "issue:43844|issue:44936", "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:44514|issue:44521", - "issue:42915|issue:43824", - "issue:43278|issue:43856", "issue:44442|issue:45198", + "issue:43278|issue:43856", "issue:43295|issue:43994", + "issue:37428|issue:43824", "issue:38175|issue:43493", + "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:43653|issue:44112", - "issue:44206|issue:45584", "issue:43450|issue:43493", "issue:44360|issue:44561", "issue:43450|issue:43575", + "issue:44792|issue:45563", "issue:45127|issue:45245", "issue:43819|issue:45083", + "issue:44206|issue:45584", "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:37428|issue:43425", - "issue:44610|issue:44857" + "issue:44610|issue:44857", + "issue:43278|issue:43825", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "f3ab976e8bee4b5fe23ff457308298160668759d7f6717760d8585acc14b6e9d", + "prepared_review_unit_hash": "ecdaeecb1011f82d180eb3485b811febb7c043cd95a8628c457f82dae7f1bfc8", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37401, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should stay separate. The only plausible duplicate-like pair is the SigLIP2 implementation/output discrepancy; everything else differs by model, subsystem, or failure mode. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43493 is the broadest and most diagnostic SigLIP2 report; it reads like the underlying implementation mismatch that could also explain the zero-probabilities symptom in issue:38175.", + "summary": "Most pairings are clearly unrelated despite superficial subsystem overlap. The only convincing duplicate-like pair is the SigLIP2 user-visible failure vs the HF/JAX discrepancy report; the rest differ in model, API surface, or root cause.", + "confidence": 0.77, + "canonical_issue_reason": "issue:38175 is the most concrete representative of the only likely duplicate cluster here (SigLIP2 output failure) and is the earlier, user-facing symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 best represents the cluster\u2019s only believable duplicate theme because it describes the core SigLIP2 correctness discrepancy rather than a single downstream symptom.", + "best_issue_reason": "issue:38175 is the strongest canonical issue candidate because it anchors the one true near-duplicate pair and describes an explicit failing behavior on a named model.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Same general error shape ('missing pad_token_id'), but different model families and config classes; not the same bug." - }, - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Perceiver interpolation failure vs RT-DETR memory release issue; unrelated subsystems and symptoms." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "One is serialization instability by device, the other is LoRA merge collapse with tied embeddings; different failure paths." - }, - { - "left": "issue:43873", - "right": "issue:44464", - "accept": false, - "reason": "Quantization/offloading behavior and compiled chunked generation are separate code paths." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules; not the same underlying breakage." - }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both involve model loading after v5 changes, but the reported failures are different and not clearly one bug." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Janus test failure vs stale warning in paged generation; no shared code-path bug." - }, - { - "left": "issue:43844", - "right": "issue:44936", - "accept": false, - "reason": "Gradient explosion under ZeRO-3 is unrelated to trainer.evaluate() failing after train()." + "reason": "Both are loading failures, but one is a StableLm config regression and the other is a broader model-loading failure for a different model; root causes do not align." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Missing pad_token_idx in one config is not the same as meta-device loading breakage in others." + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading breakage are different regressions affecting different code paths." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Both touch label handling, but one is gather_for_metrics batching and the other is BeitImageProcessorFast reduction logic." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated bugs." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import failure for a VL class vs DeepSeek detokenization regression; unrelated problems." + "reason": "Importing a missing Qwen2.5 VL class and DeepSeek detokenization are different failures in different areas." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape bug affect different processor behaviors." + "reason": "One is a processor/tokenizer regression, the other is batched video shape handling; they are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and evaluate-after-train failure are different training/runtime issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API regression is unrelated to quantization/offloading behavior." + "reason": "Processor API regression and quantization/offload behavior are unrelated." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference issue and RT-DETR memory leak are unrelated." + "reason": "SigLIP2 probability/output correctness and RT-DETR memory reclamation are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both use apply_chat_template, but one crashes on batched padding=False input while the other returns wrong assistant masks; different bugs." + "reason": "Both touch apply_chat_template, but one is a crash on batched padding=False input while the other is an all-zero assistant mask; symptoms suggest different bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Qwen3MoE FP8 config failure and a Qwen2.5-VL import error are unrelated." + "reason": "These are separate tokenizer/save_pretrained issues for different models and code paths." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/eval dtype mismatch is not the same as Qwen3 MoE memory inefficiency." + "reason": "Training/eval dtype drift is not the same as inefficient MoE training memory usage." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43295", + "right": "issue:43994", "accept": false, - "reason": "Different tokenizers and different failure modes; no shared duplicate basis." + "reason": "Processor/tokenizer access regression is different from SigLIP2 nonsensical model outputs." }, { - "left": "issue:43295", - "right": "issue:43994", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Processor API regression is unrelated to SigLIP2 wrong outputs." + "reason": "Both are ImportError reports, but for different missing symbols and different subsystems." }, { "left": "issue:38175", "right": "issue:43493", "accept": true, - "reason": "Both are SigLIP2 correctness complaints on the same model; 38175\u2019s zero probabilities plausibly stem from the broader HF-vs-JAX discrepancy in 43493." + "reason": "Both describe the same SigLIP2 correctness problem: user-visible wrong/degenerate outputs versus divergence from the original JAX implementation." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5 VL import failure are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline APIs and different changes." + "reason": "Both are docs-related, but they concern different pipeline APIs and different deprecated behaviors." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token bug and CI stale-device test are unrelated." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Feature extractor center-arg crash and Whisper empty-transcription generation bug are separate issues." + "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device override are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Batched video processor shape bug is unrelated to SigLIP2 implementation discrepancy." + "reason": "Batched video processor shape handling and SigLIP2 output discrepancy are different issues." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer discussion and trust_remote_code breakage have no shared code path." + "reason": "A DSA indexer activation omission and removal of is_torch_fx_available affect different code paths and concerns." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batching shape bug and Qwen2-57B tp OOM are unrelated." + "reason": "Video batching shape bugs and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale generate() warning are not the same problem." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/tied-weights collapse and category-limit runtime error are different model behaviors." + "reason": "LoRA/vocabulary collapse and category-cardinality runtime limits are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/STE mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaulting and video batch-shape bugs are unrelated." + "reason": "Audio chat-template sampling-rate defaults and batched video shape errors concern different processor logic." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent math issue and GraniteSpeech CI test flake are unrelated." + "reason": "Missing STE behavior in DAC and a stale CI device override test are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Specific import error for a missing symbol and a general Torch 2.10 incompatibility report are not the same bug." + "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different compatibility issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different issues." + "reason": "Processor output size mismatch and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype changes and a pipeline error-message/docs regression are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different training bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash and Qwen2.5-VL video position-id issues are distinct multimodal regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are generally grounded in the packet and stay conservative: nearly all soft pairs are clearly separated by model, subsystem, or failure mode, and the single accepted SigLIP2 pair is plausibly the same theme without overstating certainty. The summary also matches the packet: all items are issues and there are no PRs." + "feedback": "The summary stays close to the packet, and the soft-edge calls are generally conservative. The only accepted pair is reasonably supported by shared SigLIP2 output-correctness language, and the rejections avoid claiming duplicates where the titles point to different models or failure modes. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -7049,22 +7072,23 @@ "issue:29127", "issue:29942", "issue:32090", + "issue:34689", + "issue:35141", "issue:37428", "issue:38175", "issue:39692", "issue:40444", - "issue:43278", "issue:43335", - "issue:43404", + "issue:43388", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", "issue:43653", + "issue:43701", "issue:43720", "issue:43819", - "issue:43825", "issue:43931", "issue:44112", "issue:44292", @@ -7083,8 +7107,8 @@ "issue:45083", "issue:45200", "issue:45229", - "issue:45290", "issue:45310", + "issue:45372", "issue:45381", "issue:45459", "issue:45478", @@ -7095,279 +7119,293 @@ "issue:45712" ], "soft_pairs": [ - "issue:43278|issue:43825", - "issue:44857|issue:45593", - "issue:45290|issue:45381", - "issue:43606|issue:45083", "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43335|issue:43550", - "issue:29942|issue:32090", "issue:37428|issue:44351", "issue:44561|issue:44779", "issue:44462|issue:44561", "issue:43611|issue:43931", + "issue:43388|issue:43526", "issue:39692|issue:43526", "issue:43819|issue:44493", "issue:45310|issue:45478", - "issue:29127|issue:32090", "issue:43335|issue:43653", - "issue:44292|issue:45520", + "issue:29942|issue:32090", "issue:44855|issue:45083", - "issue:43404|issue:45200", - "issue:39692|issue:44493", + "issue:45200|issue:45381", "issue:43550|issue:44112", "issue:43335|issue:45083", + "issue:39692|issue:44493", "issue:43335|issue:43504", + "issue:44292|issue:45520", "issue:44448|issue:44779", "issue:38175|issue:44493", "issue:43335|issue:45072", "issue:44977|issue:45229", "issue:43720|issue:44112", - "issue:40444|issue:43526", "issue:43335|issue:45593", "issue:45459|issue:45712", "issue:44448|issue:44977", - "issue:44568|issue:45491" + "issue:44568|issue:45491", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:43701|issue:45083" ], - "prepared_review_unit_hash": "e123cc3dafbfee7eee9dbf19dba3fbae467a5f517eb12c0cce6068f8527badde", + "prepared_review_unit_hash": "f38c872cb295fc5c17d32526f3e861a7ac3a5a6e7dae59cc8fbc09c66ffdb076", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37570, - "estimated_input_tokens": 9393, - "estimated_eval_tokens": 19042 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38804, + "estimated_input_tokens": 9701, + "estimated_eval_tokens": 19658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated Transformers bug reports with broad thematic overlap around v5 regressions. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained error issues. Everything else should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the exact Qwen3.5 MoE from_pretrained regression, and it matches the later duplicate wording in issue:45478.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports, with one clear exact duplicate pair around Qwen3.5 MoE from_pretrained failures. I would consolidate only that pair and keep the rest separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report for the exact duplicate pair with issue:45478; the titles and underlying failure description match closely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative because it is the original report for the only clear duplicate pair and describes the concrete failure mode succinctly.", + "best_issue_reason": "issue:45310 is the best representative issue here because it is the most direct canonical target for the only strong duplicate match in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Different bugs: dtype drift in train/eval vs a pipeline error-message regression." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "Different models and failures: AMP float16 crash vs missing auxiliary losses when denoising is off." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Both involve chat/vision behavior, but they are different code paths and symptoms." - }, - { - "left": "issue:43606", - "right": "issue:45083", - "accept": false, - "reason": "Unrelated failures: CPU offload device mismatch vs a helper length-calculation bug." - }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention output differences in v5-era Qwen/PEGASUS-like models, but they describe different mechanisms and model paths." + "reason": "Both relate to model behavior regressions, but they are different code paths and failures: Pegasus generation output changes vs Qwen recurrent state reset in modular_qwen3_5." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different feature areas: Gemma4 text-only mm_token_type_ids handling vs flash attention aux-state attribute crash." + "reason": "Both involve auxiliary inputs/processor behavior, but one is Gemma 4 mm_token_type_ids handling and the other is flash_attention integration crashing on s_aux=None; not the same bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different configuration bug and runtime compile bug; same broad subsystem is not enough." - }, - { - "left": "issue:29942", - "right": "issue:32090", - "accept": false, - "reason": "Both are training/runtime test failures, but the underlying faults are unrelated." + "reason": "Different models and failures: SwitchTransformers config layer construction vs Bamba torch.compile with SDPA." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different modules." + "reason": "Both are import-related, but they concern different symbols and breakages: _flash_supports_window_size vs HybridCache." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions affecting trust_remote_code/tokenization, but they are distinct API removals and tokenizer behavior issues." + "reason": "Both are v5-related regressions, but one is a missing helper for trust_remote_code models and the other is a Deepseek tokenizer correctness issue." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer repo-loading bug vs removal of a helper function for trust_remote_code models." + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer resolution issue, not the same as removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model loading regressions, but one is base_model_prefix handling and the other is Qwen3-VL weight-shape mismatch." + "reason": "Both are model loading failures, but the concrete causes differ: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "These both touch label handling, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast.reduce_labels returning only one label." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Both concern BEiT/SigLIP2 processing details, but one is a docs example failure and the other is a fast processor label bug." + "reason": "The first is a SigLIP2 doc/example problem; the second is a Beit image processor bug. Same broad area, different underlying issue." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different internal bugs: DAC latent reconstruction mismatch vs unexpected position-id keys." + "reason": "DAC.from_latents mismatch and position-id key issues are unrelated model/runtime bugs." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact bug report: identical Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "Different models and failures: LayoutLMv3 box validation messaging vs Trainer GPU broadcast NoneType error." + "reason": "Exact duplicate titles and same reported failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Both are config/token-related, but one is sparse-layer creation and the other is tokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both mention runtime/import problems, but the Qwen NVFP4 error and Python 3.13 flash_attn KeyError are unrelated." + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are different subsystems and failure modes." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Different failures: Python parsing/import error in DebertaV2 vs feature-extract length behavior in qwen3_omni_moe." - }, - { - "left": "issue:43404", - "right": "issue:45200", - "accept": false, - "reason": "Different model families and bugs: tied weights in Mistral3 vs Gemma4 mm_token_type_ids defaults." + "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to qwen3_omni_moe feature-length calculation behavior." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:45200", + "right": "issue:45381", "accept": false, - "reason": "Different issues despite both being model-related; one is docs/quantization, the other is position-id key handling." + "reason": "Gemma 4 text-only fine-tuning mm_token_type_ids and Qwen2.5-VL video vision_position_ids are different model-specific issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/runtime failures, but one is torch.compile+SDPA and the other is a stale device override test." + "reason": "Torch.compile/SDPA failure in Bamba and stale device override CI failure in GraniteSpeech are not the same bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different bugs in different models: sparse layer creation vs feature length helper behavior." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-extract length helper are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/example errors and unexpected position-id key behavior do not share the same underlying defect." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Config creation bug vs pretrained preset loading failure; not the same underlying defect." + "reason": "SwitchTransformers config issue and BEiT pretrained-loading legacy-field issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError on Python 3.13 are different problems." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 behavior regressions, but one is Pegasus output divergence and the other is Deepseek tokenizer corruption." + "reason": "Different models and different regression surfaces: Pegasus output changes vs Deepseek tokenizer correctness." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different model symptoms: zero probabilities in SigLIP2 vs unexpected position-id keys." + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different dtype/runtime issues: sparse-layer config bug vs bfloat16 inference mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "SwitchTransformers sparse-layer config and dtype mismatch in bfloat16 inference are not the same concrete bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different models and symptoms: Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different failures." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different CI failures: BitNet packed-weight loading vs stale device override test." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Different bug classes: Qwen2.5-VL iterable dataset finetuning failure vs BEiT fast processor label reduction." + "reason": "BitNet packed-weight unpacking during accelerate loading and GraniteSpeech CI stale device override are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model/config bugs: sparse-layer creation vs auxiliary-loss omission." + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Different areas: tokenizer error hiding on missing protobuf vs dummy class cleanup and repo checks." + "reason": "Tokenizer protobuf error handling and dummy PT object cleanup are unrelated maintenance/bug fixes." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Both concern generation regressions, but they affect different models and code paths." + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are separate model-specific regressions." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Different tokenizer/model issues: add_special_tokens behavior vs Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings on mixed-length batching are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different models, different numerical issues: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel dtype mismatches." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and token embedding reinitialization after resize are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import failure and flash_attention s_aux=None crash are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The canonical pair is well-supported: issue:45310 and issue:45478 have identical titles and clearly refer to the same Qwen3.5 MoE from_pretrained regression. The remaining soft-edge rejections are conservative and stay within the evidence in the packet. No PR-pair concerns apply here." + "feedback": "Grounded overall: the packet shows one clearly strongest duplicate pair, issue:45310 and issue:45478, with identical titles and the highest similarity among the listed pairs. The remaining soft-edge rejections are conservative and do not overreach beyond the titles/evidence provided." }, "evaluator_used": true, "retried": false, @@ -7390,77 +7428,63 @@ "nodes": [ "issue:25251", "issue:29942", + "issue:30064", "issue:32090", - "issue:33357", - "issue:34689", "issue:35141", + "issue:36010", "issue:37428", - "issue:41720", + "issue:42915", + "issue:42994", "issue:43065", "issue:43066", "issue:43278", - "issue:43329", "issue:43381", "issue:43412", + "issue:43421", "issue:43550", - "issue:43606", "issue:43653", - "issue:43701", - "issue:43723", "issue:43873", "issue:43927", "issue:43976", "issue:43994", "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", "issue:44448", "issue:44451", "issue:44462", "issue:44466", + "issue:44479", "issue:44493", - "issue:44554", "issue:44743", "issue:44857", + "issue:44871", "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", "issue:45698" ], "soft_pairs": [ - "issue:34689|issue:35141", - "issue:43723|issue:44554", - "issue:43606|issue:44857", - "issue:44857|issue:45072", - "issue:45372|issue:45588", - "issue:37428|issue:44987", - "issue:43701|issue:45083", - "issue:43873|issue:44493", "issue:44977|issue:45563", "issue:43927|issue:45698", "issue:43550|issue:45083", - "issue:29942|issue:35141", - "issue:43412|issue:45588", - "issue:32090|issue:33357", - "issue:43278|issue:43329", "issue:43066|issue:44462", - "issue:43873|issue:45229", + "issue:43412|issue:45588", "issue:45245|issue:45563", - "issue:43976|issue:45440", - "issue:45372|issue:45406", - "issue:41720|issue:45229", - "issue:43065|issue:43994", + "issue:43873|issue:44493", + "issue:29942|issue:35141", "issue:45372|issue:45459", + "issue:36010|issue:37428", "issue:44448|issue:44466", "issue:43065|issue:45412", "issue:25251|issue:32090", @@ -7469,228 +7493,213 @@ "issue:44451|issue:45520", "issue:43653|issue:44743", "issue:44186|issue:45198", - "issue:43994|issue:45412" + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "e9fbe6a0c2ced4c8cccfe16a696c4fb8f90beeabf029143c657be8571f5b3af3", + "prepared_review_unit_hash": "56dbd18c063532cdec7daf83f1ed9460fb356a894b2be2f2c04fd89a2e7a856f", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37273, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35521, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely a false-positive similarity set: the issues span unrelated models, tokenizers, loading paths, attention/backends, and memory/offload problems. I would not merge any of the soft pairs.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue is a strong canonical; the items are heterogeneous and do not describe one shared bug.", + "summary": "This cluster does not form a true duplicate set; the items span unrelated tokenizer, generation, export, flash-attention, quantization, and model-specific regressions. No soft pair is close enough to merge as the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "No exact duplicate center emerges; issue 44462 is the broadest tokenizer-loading/serialization report and the closest anchor for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a reliable global representative for duplicate triage, because the cluster breaks into many unrelated problem areas.", + "best_issue_reason": "Issue 44462 is the least-bad representative because it is a general tokenizer loading/serialization bug, but the cluster is still too mixed to treat it as a real duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Different failures: Llama 3.2 Vision model loading vs embedding reinitialization after resize." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading regression in v5 vs an MPS attention correctness issue; different code paths and symptoms." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch in bark-small vs a float16 AMP crash in LwDetr loss." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/precision, but the affected models and concrete bugs are different." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure vs a flash_attention.py AttributeError on sink-less models." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Both are loading-related, but one is a missing internal flash-attention symbol and the other is a model-specific load failure." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:43873", - "right": "issue:44493", - "accept": false, - "reason": "Offloading/quantization behavior is unrelated to unexpected position-id keys." - }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation failure vs an unrelated stale warning in paged generate()." + "reason": "Flash-attention generation regression and a stale paged-generate warning are different symptoms and code paths." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Saving/loading custom token IDs is different from loading the wrong custom module after save_pretrained." + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to qwen3_omni_moe length computation." - }, - { - "left": "issue:29942", - "right": "issue:35141", - "accept": false, - "reason": "Failing Flash Attention 2 tests do not match the embedding reinit bug." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "ExecuTorch export guard/erfinv support issues are not the same as the flash_attention None crash." - }, - { - "left": "issue:32090", - "right": "issue:33357", - "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are different failures." - }, - { - "left": "issue:43278", - "right": "issue:43329", - "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." + "reason": "A torch.compile SDPA failure and a feature-extraction helper length mismatch are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are both tokenizer-related, but not the same defect." - }, - { - "left": "issue:43873", - "right": "issue:45229", - "accept": false, - "reason": "Quantization/offload mismatch is not the same as Gemma4 multi-GPU CUDA OOM." + "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch and the other ignores tokenizer.json; different concrete failures." }, { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-cardinality RuntimeError is unrelated to the stale num_return_sequences warning." - }, - { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Python version compatibility and DeepseekV3MoE output divergence are unrelated issues." + "reason": "Executorch export failures and a flash_attention.py None crash are unrelated code paths." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Both touch Gemma 4, but one is a dependency import error and the other is a missing _tokenizer attribute in serve." + "reason": "Category-count overflow and a stale generate warning are not the same issue." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Qwen3 device-map cudaErrorAssert and Gemma4 OOM are different models and failure modes." + "reason": "Quantization offloading problems and unexpected position-id keys do not share the same underlying defect." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import dependency break is not the same as protobuf-related tokenizer error masking." + "reason": "A missing ReasoningEffort import and protobuf-related tokenizer error masking are different dependency issues." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output differences are unrelated to lm_head.weight serialization inconsistency." + "reason": "Version-output mismatch and tied-weight serialization inconsistency are distinct bugs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder does not match RT-DETR memory release problems." + "reason": "Dummy Conv2d behavior in Sam3PixelDecoder and RT-DETR memory retention are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to _gpu_broadcast_one rejecting NoneType." + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Embedding dtype changes in train/eval are unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are different issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different layers: LwDetr AMP loss crash vs flash_attention sink-less model attribute error." + "reason": "AMP/CUDA loss crashes and sink-less flash_attention None handling are unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to a Python 3.13 flash_attn import-utils KeyError." + "reason": "A model loading failure and a Python 3.13 flash_attn import KeyError are different problems." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer decode/special-token bug is unrelated to Qwen3 recurrent state reset behavior." + "reason": "Tokenizer special-token registration and recurrent state reset logic are unrelated." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER padding/truncation crash and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + "reason": "Tokenizer batching/NER crashes and save_pretrained/tokenization failures are different model/tokenizer bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python-version support regression and a model-implementation divergence are not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference quality issue is unrelated to RT-DETR memory being retained after deletion." + "reason": "Nonsensical model outputs and a memory leak are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config model failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS configuration mismatch and flash-attention generation regression are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center-arg crash and video-input regression for Qwen models are not the same underlying failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 output regression are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." } ] }, @@ -7716,293 +7725,286 @@ "nodes": [ "issue:29127", "issue:29942", - "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", + "issue:41720", "issue:42915", - "issue:42994", - "issue:43232", - "issue:43257", "issue:43262", "issue:43278", + "issue:43329", "issue:43334", "issue:43381", - "issue:43388", - "issue:43421", + "issue:43441", "issue:43526", "issue:43531", + "issue:43575", "issue:43653", "issue:43701", + "issue:43723", "issue:43756", "issue:43824", + "issue:43873", "issue:43931", "issue:44186", "issue:44206", - "issue:44265", "issue:44279", - "issue:44361", "issue:44442", "issue:44464", - "issue:44479", + "issue:44554", "issue:44610", - "issue:44871", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", "issue:44977", "issue:45072", "issue:45103", - "issue:45198", "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45491", + "issue:45588", "issue:45593" ], "soft_pairs": [ - "issue:44265|issue:45198", - "issue:44361|issue:45198", - "issue:44206|issue:44479", - "issue:42915|issue:42994", - "issue:43421|issue:45491", - "issue:44871|issue:44977", - "issue:43257|issue:43278", - "issue:43756|issue:45440", - "issue:29942|issue:30064", + "issue:44734|issue:45406", "issue:33357|issue:39692", "issue:29127|issue:34567", - "issue:32090|issue:33290", "issue:44610|issue:45412", "issue:45103|issue:45372", - "issue:43824|issue:44279", - "issue:45440|issue:45593", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:43278|issue:43575", "issue:43381|issue:43701", - "issue:45072|issue:45229", + "issue:43278|issue:43329", "issue:43653|issue:44442", - "issue:43526|issue:44186", + "issue:45440|issue:45593", + "issue:41720|issue:45229", "issue:29942|issue:36010", - "issue:29127|issue:33357", + "issue:32090|issue:33357", "issue:43334|issue:43531", - "issue:44464|issue:45491", + "issue:43824|issue:44279", + "issue:43526|issue:44186", "issue:44977|issue:45245", - "issue:29127|issue:35141", + "issue:43526|issue:44857", "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:43526|issue:44610", + "issue:44442|issue:45072", "issue:43262|issue:44206", - "issue:43232|issue:43388", - "issue:44442|issue:45072" + "issue:44743|issue:44811", + "issue:44464|issue:45491" ], - "prepared_review_unit_hash": "83d93b41f4ed85d2c1d5ddcdb5a9a82b014603e310ba6b8df73d5c78bed5a57f", + "prepared_review_unit_hash": "5ae75595025dcd8e746b7fe00ca884584edf0abaeceaf8c49ab5e7b34a2ec4c6", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36784, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 29, + "serialized_chars": 36480, + "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 heterogeneous: the issues span unrelated bugs in tokenizers, generation, vision, training, quantization, and docs. None of the soft pairs look like true duplicates.", + "summary": "This set is mostly a collection of unrelated transformer bug reports; the soft-similarity pairs look like false positives rather than true duplicates.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue stands out; the items cover unrelated root causes across multiple subsystems.", + "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; if one representative issue is needed, issue 45372 is the closest hub because it is active, has inbound references, and spans a widely used Gemma4 loading path.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because the cluster is too diverse and the pairwise candidates do not share the same concrete bug.", + "best_issue_reason": "Issue 45372 is the best single representative only in a loose sense due to its broader version impact and discussion activity, but it should not be treated as the duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "Torch export failure on torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." - }, - { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is a different tokenizer bug from Wav2Vec2 save/tokenization failures." + "reason": "Both hit serve-related crashes, but one is a KV-cache continuation indexing bug and the other is a Gemma4Processor `_tokenizer` attribute issue; different code paths and fixes." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen VL video-input regression." + "reason": "One is a MacOS bus error for a community CLIP model, the other is a SigLIP2 doc example with model/processor mismatch and quantization failures; not the same bug." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3-MoE and quantized model saving are both quantization-related, but they are different concrete bugs." + "reason": "A LayoutLMV3 error-message clarity complaint is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaNs from sliding-window all-padding windows." + "reason": "Processor/model input-size mismatch and an RT-DETR memory-leak report are distinct issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation failure are different issues." + "reason": "Auto-docstring annotation handling and Gemma4 processor loading dependency import failure are different failure modes." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to BF16-to-FP32 embedding dtype drift in eval." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence concern different models and different implementation bugs." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to void segmentation map processing." + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are separate model-implementation problems." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "MacOS CLIP bus error is a different failure mode from the SigLIP2 docs/model-processor mismatch and quantization issue." + "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time processor attribute crash; they are not the same fix." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are unrelated bugs." + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue with mismatched head dimensions are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "NoneType broadcast in Trainer and Adafactor+deepspeed OOM are different training problems." + "reason": "BF16-to-FP32 dtype drift in eval and a tensor-parallel OOM on a large Qwen2 model are different symptoms and causes." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory not being released." + "reason": "Gradient checkpointing being invalid in eval mode is unrelated to resume-from-checkpoint key mismatch." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "auto_docstring annotation handling and Gemma4 processor import failure are unrelated code paths." + "reason": "Embedding dtype regression and undefined variables in multimodal token counting are separate bugs." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "A specific Qwen2.5-VL import error is not the same as a generic dependency issue." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated model bugs." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume_from_checkpoint key mismatch are different trainer behaviors." + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." }, { - "left": "issue:45072", + "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Inference dtype mismatches are unrelated to a multi-GPU CUDA OOM." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer padding/NER crashes are unrelated preprocessing bugs." + "reason": "Qwen3 auto device mapping on A800 with cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 tests and GenerationMixin import errors are unrelated." + "reason": "Flash Attention 2 test failures and a GenerationMixin import error do not share the same code-path failure." }, { - "left": "issue:29127", + "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS have no shared root cause." + "reason": "A NoneType broadcast error in Trainer and a MacOS CLIP bus error are unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior affect different model components." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are distinct issues." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is a different bug from Gemma3 NaNs caused by all-padding windows." + "reason": "A missing Qwen2_5_VL import and a generic transformers dependency issue are too broad and different to merge." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT `reduce_labels` returning one label and LayoutLMv2 tokenizer crashes on batching are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression and category-count runtime limit are unrelated failures." + "reason": "Qwen3.5 flash-attention generation problems and the 2^24 category-limit runtime error are different bugs." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "LayoutLMv3 error clarity and token-embedding reinitialization in post_init are unrelated bugs." + "reason": "A label-reduction bug in BEiT fast processor is unrelated to LwDetrImageLoss AMP crashes." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and Qwen3-VL weight-shape mismatch are different model-loading problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and unsupported center arg in LasrFeatureExtractor are unrelated." + "reason": "Ministral-3 FlashAttention failure in v5 RC and `s_aux=None` crashes in flash_attention.py are separate integration bugs." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Generation kwargs sync_gpus behavior and gather_for_metrics label dropping are different trainer/data-path bugs." + "reason": "BEiT label reduction and OmDet-Turbo image-size mismatch do not overlap." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "AutoTokenizer load failure is unrelated to dtype mismatch in bfloat16 inference." + "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor unsupported-arg crashes are distinct processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset in cached seq_len>1 and Whisper batch_decode skip_special_tokens handling are different behaviors." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and Gemma3 NaN embeddings from sliding-window all-padding cases are not the same issue." } ] }, @@ -8026,25 +8028,26 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:29127", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", "issue:35141", + "issue:38175", "issue:39692", "issue:42907", + "issue:43295", "issue:43316", "issue:43381", - "issue:43441", "issue:43452", "issue:43493", "issue:43525", - "issue:43526", "issue:43550", "issue:43575", "issue:43611", "issue:43646", "issue:43701", - "issue:43723", "issue:43761", "issue:43827", "issue:43873", @@ -8057,13 +8060,14 @@ "issue:44387", "issue:44442", "issue:44479", + "issue:44568", "issue:44743", - "issue:44811", - "issue:44857", "issue:44898", + "issue:44964", "issue:44977", - "issue:45003", + "issue:45072", "issue:45216", + "issue:45229", "issue:45290", "issue:45440", "issue:45479", @@ -8071,249 +8075,220 @@ "issue:45584", "issue:45588", "issue:45600", - "issue:45698", - "issue:45759" + "issue:45698" ], "soft_pairs": [ - "issue:43526|issue:44857", - "issue:43526|issue:43994", - "issue:43441|issue:45588", - "issue:44743|issue:44811", - "issue:43761|issue:44079", "issue:43452|issue:45588", "issue:43575|issue:43701", - "issue:45003|issue:45440", + "issue:29127|issue:35141", "issue:43646|issue:44077", - "issue:43723|issue:45479", "issue:43575|issue:44387", + "issue:45072|issue:45229", "issue:44977|issue:45584", - "issue:43761|issue:44188", + "issue:33357|issue:38175", "issue:45588|issue:45600", "issue:43316|issue:43525", "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43761|issue:44079", "issue:43931|issue:45216", - "issue:43994|issue:44206", "issue:42907|issue:45698", "issue:33290|issue:34567", "issue:34689|issue:43611", "issue:44442|issue:44898", "issue:39692|issue:45491", - "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43493|issue:43827", + "issue:43761|issue:44188", "issue:43381|issue:43873", + "issue:43493|issue:43827", "issue:43550|issue:44743", - "issue:44077|issue:44479", - "issue:43316|issue:45759" + "issue:43295|issue:45584", + "issue:43994|issue:44206", + "issue:44568|issue:45479" ], - "prepared_review_unit_hash": "2fd93cadc358197ab422656a6b5619c01ff599e1d11dd641896f769469e8e1bc", + "prepared_review_unit_hash": "abf006cf045b65a4cd2e25af6d2f569ccde3e7b9b161e6fb85b561690986e9f1", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36167, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35624, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the items are mostly unrelated bugs/regressions across different models, APIs, and subsystems, so no single canonical issue emerges. The proposed soft edges are all too weak to merge.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous, and none of the issues cleanly subsumes the others as the same underlying bug.", + "summary": "The cluster is highly heterogeneous: the items span unrelated regressions, model-specific bugs, docs issues, and training/runtime problems. None of the soft pairs look like the same underlying issue, so there is no clear canonical issue or PR.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; the cluster spans multiple distinct failure modes, so picking one as representative would be misleading.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "Different failures: BeitImageProcessorFast label reduction bug vs AMP/CUDA loss crash in LwDetrImageLoss." - }, - { - "left": "issue:43526", - "right": "issue:43994", - "accept": false, - "reason": "Unrelated subsystems and symptoms: BeitImageProcessorFast label handling vs SigLIP2 model output quality." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention FlashAttention, but one is a Ministral-3 v5 RC regression and the other is an AttributeError on sink-less models; not the same concrete bug." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Different code paths: Qwen recurrent-state reset vs Whisper processor.decode token skipping." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is distinct from generic ModelOutput key assignment behavior." - }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to a flash_attention AttributeError." + "reason": "Different code paths and symptoms: gguf loading/tokenizer/model factory vs flash-attention s_aux handling." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM during tensor-parallel model load vs resume_from_checkpoint key mismatch are different problems." + "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "sys.modules access bug in modeling_utils is unrelated to DeepseekV3MoE implementation divergence." + "reason": "Unrelated problems: layoutlmv3 box/info error message vs token-embedding resize/post_init reinitialization." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization regression is too broad to equate with a specific patchtsmixer post_init restriction." + "reason": "Both touch custom model init, but they describe different bugs and model-specific behavior, not one concrete fix." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Tokenizer loading regression and zero-loss sequence-classification bug are unrelated." + "reason": "Different OOM causes: tp load OOM vs increased reserved memory under int4 quantization." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45072", + "right": "issue:45229", "accept": false, - "reason": "Both end in OOM, but one is tensor-parallel load OOM and the other is int4 quantization reserved-memory growth; different root causes." + "reason": "Dtype mismatch in CI models vs multi-GPU CUDA OOM for Gemma4; not the same failure mode." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is unrelated to Whisper empty-transcription handling." + "reason": "Different models and APIs: Qwen3.5 flash-attention generation vs Whisper empty-transcription chat-template failure." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel is unrelated to attention-kernel branching under torch.compile." + "reason": "Both are multimodal model issues, but one is a Mac bus error on CLIP and the other is bad probabilities on SigLIP2." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "FlashAttention crash and stale auto_mappings references are unrelated issues." + "reason": "Flash-attention sink handling is unrelated to stale auto_mappings config references." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "API inconsistency in Gemma3TextConfig is not the same bug as Llama4Config missing pad_token_id." + "reason": "Both mention config API differences, but they concern different missing attributes on different model configs." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen variants is unrelated to chat template crashes on tool-call assistant messages." + "reason": "Video-input regression across Qwen models is separate from apply_chat_template crashing on tool-call assistant messages." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Model weight-shape mismatch on load is different from a save_pretrained checkpoint regression." + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 bad outputs and LasrFeatureExtractor center-arg crash are separate issues." + "reason": "Shape-mismatch load error for Qwen3-VL is not the same as incorrect save_pretrained checkpoint contents for Qwen3.5." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized model save failure is different from loading the wrong custom module after save_pretrained." + "reason": "Saving a dequantized model is a different issue from loading the wrong custom module after save_pretrained." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed has no relation to TrainerState.num_input_tokens_seen not updating." + "reason": "Unrelated training/runtime issues: Deepspeed Adafactor OOM vs TrainerState token counter not updating." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different mechanisms and model classes." + "reason": "Both are load regressions, but one is a specific Llama 3.2 Vision breakage and the other is a generic base_model_prefix issue." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Perceiver interpolation behavior are unrelated." + "reason": "Tokenizer loading failure and Perceiver positional interpolation failure are unrelated." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "Documentation example errors in SigLIP2 do not match the Gemma3 NaN embedding bug." + "reason": "Docs/example mistakes are unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Adafactor/DeepSpeed OOM is unrelated to embedding reinitialization after resize_token_embeddings." + "reason": "Hidden-states regression and torch.compile attention-kernel divergence are different bugs in different subsystems." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "OOM in training is not the same underlying bug as a Llama model-loading regression." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still using pipeline() are different issue types and code paths." + "reason": "SigLIP2 implementation divergence and stale pipeline docs after v5 removals are unrelated." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "Gradient-checkpointing eval-mode limitation is unrelated to quantization offloading behavior." + "reason": "Different model/runtime issues: Bamba torch.compile+SDPA failure vs Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:43295", + "right": "issue:45584", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to Qwen recurrent state reset." + "reason": "Custom processor/tokenizer regression is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "A patchtsmixer post_init policy issue does not match a Qwen video-input regression." + "reason": "SigLIP2 wrong outputs are unrelated to LasrFeatureExtractor's unsupported center argument crash." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to AutoModelForCausalLM.from_config unwrapping text_config for Qwen multimodal configs." + "reason": "Tokenizer special-token behavior and sequence-classification zero-loss bug are different issues." } ] }, @@ -8337,18 +8312,18 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", + "issue:29127", + "issue:32090", "issue:33290", + "issue:33357", "issue:34689", "issue:36010", - "issue:36331", "issue:41628", "issue:41950", "issue:42175", - "issue:43065", + "issue:43232", "issue:43295", "issue:43316", "issue:43381", @@ -8357,239 +8332,268 @@ "issue:43441", "issue:43475", "issue:43540", + "issue:43550", + "issue:43606", "issue:43643", - "issue:43673", - "issue:43688", + "issue:43701", "issue:43720", "issue:43742", - "issue:43749", "issue:43825", "issue:43856", "issue:43873", - "issue:43931", "issue:44077", "issue:44162", "issue:44190", "issue:44442", + "issue:44479", "issue:44496", "issue:44514", - "issue:44534", - "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", "issue:44913", + "issue:45127", "issue:45137", + "issue:45200", "issue:45372", - "issue:45584" + "issue:45584", + "issue:45656", + "issue:45759" ], "soft_pairs": [ + "issue:43316|issue:45759", "issue:41628|issue:45372", - "issue:43643|issue:44913", "issue:43720|issue:44442", - "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:32090|issue:33290", "issue:44190|issue:44496", "issue:43873|issue:44871", - "issue:33290|issue:36331", "issue:34689|issue:36010", "issue:43381|issue:43856", "issue:44855|issue:45137", - "issue:43673|issue:44743", + "issue:44077|issue:44479", + "issue:33290|issue:45656", "issue:43540|issue:44514", + "issue:29127|issue:33357", "issue:43316|issue:44877", "issue:43381|issue:43742", "issue:42175|issue:43316", - "issue:43404|issue:43441", + "issue:33290|issue:34689", "issue:25251|issue:28282", + "issue:43404|issue:43441", "issue:44162|issue:44792", "issue:41950|issue:43475", - "issue:43388|issue:43688", + "issue:43232|issue:43388", "issue:43295|issue:43825", - "issue:16998|issue:22355", - "issue:43065|issue:44617", - "issue:44077|issue:44534", - "issue:44871|issue:45584" + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "81a29fb1bcd5c811c2bfa0e89e535db594b0ccfbceb1395c895561e07d3f6ff0", + "prepared_review_unit_hash": "c99f9734cd324ef052a7ce8559fda8e93d202cfdc6f23567e268d6c92f5d0fa0", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34485, - "estimated_input_tokens": 8622, - "estimated_eval_tokens": 17500 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the soft pairs are mostly broad-theme lookalikes (loading, configs, processors, cache, memory) but each refers to a distinct concrete bug or model-specific regression. None are safe to merge as the same underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This is a heterogeneous issue cluster: the titles span unrelated bugs across config loading, model I/O, training, and multimodal pipelines. None of the soft-similarity pairs are convincing duplicates under a strict same-root-cause standard.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the best representative placeholder here because it has the broadest concrete user impact, multiple inbound references, and active discussion; but the overall set is not a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set for triage because it is well-discussed, externally referenced, and describes a concrete reproducible failure path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Both are import/processor-loading failures, but they involve different missing symbols and different dependency chains, so they are not the same bug." + "reason": "Both concern config/model API handling for multimodal models, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config text_config unwrapping for Qwen; different bugs." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Both concern config values not surviving load/reload, but one is a trust_remote_code field-loss issue and the other is a specific rotary_pct round-trip regression." + "reason": "These are unrelated import errors from different packages/components: AutoImageProcessor vs mistral_common ReasoningEffort during Gemma 4 processor loading." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Unrelated failures: BitNet accelerate-loading unpacking vs AutoTokenizer loading a custom tokenizer class." + "reason": "BitNet accelerate loading with packed weights and AutoTokenizer loading FastSpeech2ConformerTokenizer are different code paths and failure modes." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not surviving reload; not the same root cause." + }, + { + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both happen during model loading, but one is broken FSDP CPU RAM efficient loading and the other is a shape-mismatch for a specific Qwen3-VL model." + "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are distinct training/runtime problems." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "These are different problems in different code paths: local dataset loading in a training script versus unrecognized model/config loading." + "reason": "Local dataset loading in a no-trainer script and unrecognized model/config.json loading are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id configuration are separate issues with different root causes." - }, - { - "left": "issue:33290", - "right": "issue:36331", - "accept": false, - "reason": "One is an OOM in Adafactor+DeepSpeed; the other is a Trainer API signature mismatch." + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are separate bugs affecting different subsystems." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A model-loading regression for Llama 3.2 Vision is unrelated to the GenerationMixin import error." + "reason": "Llama 3.2 Vision model loading regression and GenerationMixin import failure are different issues with different failure points." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as inefficient MoE training memory usage." + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are not the same defect." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent-state reset in a Qwen3 modular model." + "reason": "PatchTSMixer post_init deprecation/validation is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice under DeepSpeed are different optimizer control-flow bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different multimodal processor bugs: video input handling in Qwen3OmniMoe versus batched chat template crashes in Qwen2.5-VL." + "reason": "Qwen3OmniMoe video-input processing error and Qwen2.5-VL batched apply_chat_template crash are different model-specific issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and MacOS bus error in CLIP model loading are unrelated." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "One is an API discrepancy in Gemma3TextConfig, the other is strict config validation blocking granite_speech loading." + "reason": "Gemma3TextConfig API inconsistency and strict config loading for granite_speech are both config-related but not the same bug." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing/eval-mode behavior does not match a key error while loading MobileLLM-125M." + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM-125M load key error do not share a concrete root cause." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow packaging omission and Gemma3TextConfig API mismatch are unrelated." + "reason": "TensorFlow missing from a torch extra install and Gemma3TextConfig API discrepancy are unrelated." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Both are Mistral-family issues, but one is tied lm_head weights and the other is a FlashAttention failure; different code paths." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are separate regressions." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change and missing PyTorch import are entirely different issues." + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct model bugs." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + "reason": "ESM2 breakage and janus image-generation test failure are not the same underlying problem." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing an attribute are different bugs." + "reason": "Video-classification pipeline using image processors and SAM 3 Video missing fpn_position_embeddings are different multimodal issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "The former is a gather_for_metrics last-batch label truncation bug; the latter is auxiliary-loss normalization in MoE models." + "reason": "Generation kwargs sync_gpus issue and gather_for_metrics label truncation are unrelated training/utilities bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Both are v5 regressions, but one is about processor.tokenizer/image-tokenizer behavior and the other is a pipeline error message about translation support." + "reason": "Processor.tokenizer/image passing regression and pipeline translation-task error messaging are different v5 regressions." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Model_max_length on DeBERTa-V3 and a missing transformers.onnx module are unrelated." + "reason": "Gemma-3 eos_token_id configuration mismatch and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + "reason": "LoRA merge with extended vocabulary causing collapse and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Optional post_init handling in patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." + "reason": "Bamba SDPA/torch.compile failure and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation failure are different model-specific bugs." + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency are different problems, even if both touch multimodal processing." } ] }, @@ -8613,18 +8617,17 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:32090", + "issue:33290", "issue:35141", + "issue:36331", "issue:41720", "issue:42617", "issue:43065", - "issue:43295", + "issue:43335", "issue:43452", - "issue:43550", "issue:43575", - "issue:43606", "issue:43646", - "issue:43701", + "issue:43673", "issue:43742", "issue:43761", "issue:43827", @@ -8633,6 +8636,7 @@ "issue:43931", "issue:43994", "issue:44060", + "issue:44077", "issue:44190", "issue:44242", "issue:44464", @@ -8643,265 +8647,257 @@ "issue:44610", "issue:44617", "issue:44734", + "issue:44743", "issue:44792", + "issue:44855", "issue:44871", "issue:44913", - "issue:44933", "issue:44936", "issue:44964", "issue:44977", "issue:45127", - "issue:45200", "issue:45245", "issue:45290", - "issue:45362", + "issue:45357", "issue:45381", - "issue:45406", - "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45698" ], "soft_pairs": [ + "issue:33290|issue:35141", "issue:43761|issue:44479", - "issue:45127|issue:45200", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:43295|issue:44871", + "issue:43673|issue:44743", + "issue:33290|issue:36331", + "issue:43065|issue:44617", "issue:43452|issue:44496", - "issue:44734|issue:45406", "issue:43575|issue:43742", "issue:43646|issue:44913", - "issue:44936|issue:45698", "issue:42617|issue:43575", + "issue:44936|issue:45698", "issue:43761|issue:44242", - "issue:43931|issue:44060", - "issue:44617|issue:45584", "issue:43575|issue:43873", - "issue:32090|issue:35141", - "issue:45563|issue:45584", - "issue:44521|issue:45381", + "issue:44077|issue:44534", + "issue:43931|issue:44060", "issue:44479|issue:44734", "issue:44464|issue:44871", + "issue:44617|issue:45584", "issue:43065|issue:44610", "issue:43906|issue:45290", "issue:43827|issue:43994", - "issue:44933|issue:45362", "issue:44792|issue:44977", "issue:44534|issue:44913", - "issue:44464|issue:45563", "issue:41720|issue:45245", "issue:44190|issue:44964", - "issue:44792|issue:45600" + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:43335|issue:44855", + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "a90eaf00195ad706af739756993f85d791ceeca7134784d223a358beed820ce9", + "prepared_review_unit_hash": "de360595568d957d2aa2f3847c59464d05069816d55a81d336934b9d8dc1f2b2", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36551, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35847, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous bundle of unrelated issue reports across training, loading, multimodal, serving, and docs regressions. None of the soft-similarity pairs look like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated regressions, model-loading bugs, or docs/training issues, and none of the soft pairs look like true duplicates of the same underlying bug/change. I\u2019d keep them separate; there is no strong canonical item, though one broad v5 initialization regression is the least-bad anchor.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, but the surrounding issues are too diverse for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43646 is the best weak representative because it captures a high-level framework regression rather than a model-specific symptom, but it should not be treated as a true duplicate magnet for this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Both are regression-style failures, but one is CLIPVision hidden_states handling and the other is video-input position ids in Qwen VL models; different code paths." + "reason": "OOM in Adafactor/DeepSpeed and embedding reinit in post_init are unrelated bugs." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to Gemma 4's mm_token_type_ids defaulting issue." + "reason": "Both are regression reports, but one is CLIPVision hidden_states and the other is Qwen video input behavior; different code paths and symptoms." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "torch.compile SDPA failure for Bamba is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache availability and the other is Qwen3.5 recurrent state reset; not the same defect." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "CPU offload device mismatch and checkpoint key mismatch are different bugs in different subsystems." + "reason": "Adafactor OOM in deepspeed and CustomTrainer compute_loss signature breakage are clearly unrelated." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Processor.tokenizer regression is not the same as inconsistent eos_token_id config on Gemma-3." + "reason": "Same model family (Sam3), but one is a dummy Conv2d issue and the other is a CUDA OOM in video inference; not the same bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and unrecognized model/config missing model_type are distinct model-loading failures." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "GGUF tokenizer/model loading failure and an unrecognized model config are different loading problems." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM on Qwen3-57B is not the same as a key error loading MobileLLM-125M." + "reason": "Both are load failures, but one is tensor-parallel OOM on a 57B model and the other is a KeyError for a small model; different underlying causes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload behavior are different config/init bugs." - }, - { - "left": "issue:44936", - "right": "issue:45698", - "accept": false, - "reason": "trainer.evaluate() after train() failure is unrelated to save_pretrained loading the wrong custom module." + "reason": "Both concern config/init/reload behavior, but one is a broad v5 custom model initialization break and the other is GPTNeoX rotary_pct persistence." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same underlying issue as Qwen3 tensor-parallel OOM." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "CLIPVision hidden_states being None is unrelated to MoE load-balancing loss omission." + "reason": "3d_parallel.py execution failure and Qwen2 TP OOM are unrelated." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning point to different model/config problems." + "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained involve different workflows and failures." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Sam3Video CUDA OOM is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "CLIPVision hidden_states regression and router loss omission are unrelated model behaviors." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Tensor-parallel OOM and quantization offload not working are both memory-related but not the same code-path bug." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to post_init reinitializing output embeddings after resizing." + "reason": "Both are memory-related at a high level, but one is TP OOM during loading and the other is offloading/quantization behavior; not the same bug." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Paged-generate warning behavior is unrelated to Whisper's empty-transcription crash." + "reason": "Both touch initialization semantics, but one is a model-specific post_init allowance and the other is non-persistent buffers being filled with junk; too different to merge." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs and wrong video vision_position_ids are separate multimodal preprocessing bugs." + "reason": "Both are Qwen3-family issues, but weight-shape mismatch and tied-weights warning bugs are distinct." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video input regression in Qwen VL models is unrelated to serve KV-cache continuation tensor indexing." + "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different failures." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is not the same as Gemma eos_token_id config mismatch." + "reason": "Chunked generation inconsistency and Gemma-3 eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and wrong processor image size are different SAM3 problems." + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor/model size mismatch are different bugs." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of issue 38071 does not match the specific tokenize=True crash with tool-call assistant messages." + "reason": "An isolated reproduction of another issue is not the same as a chat-template crash on tool-call assistant messages." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and nonsensical SigLIP2 outputs are unrelated." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are separate failures." + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are not the same bug." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/runtime issues." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffers filled with junk is unrelated to rotary_pct not persisting on reload." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and stale num_return_sequences warning are different issues." + "reason": "Both are state/persistence regressions, but buffer junking and rotary_pct reload are not the same defect." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert is unrelated to the 2^24 category limit error." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in no-trainer script is unrelated to Phi-4 multimodal model loading failure." + "reason": "Local dataset loading in a training script and loading Phi-4-multimodal with latest transformers are different problems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and auto_mappings Sam3LiteText CI breakage are unrelated." + "reason": "Janus generation test failure and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but all-zero assistant masks and wrong vision_position_ids are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different save/merge regressions." } ] }, @@ -8929,61 +8925,58 @@ "issue:38175", "issue:38617", "issue:41628", - "issue:41950", - "issue:42175", "issue:43065", "issue:43116", "issue:43295", "issue:43335", - "issue:43388", "issue:43404", "issue:43479", "issue:43540", "issue:43550", + "issue:43643", "issue:43644", "issue:43650", "issue:43761", "issue:43976", - "issue:44016", "issue:44077", - "issue:44079", "issue:44112", "issue:44186", "issue:44190", "issue:44220", - "issue:44279", + "issue:44246", + "issue:44464", "issue:44466", + "issue:44496", "issue:44561", "issue:44683", "issue:44734", "issue:44743", "issue:44855", + "issue:44877", "issue:44913", + "issue:44933", "issue:44938", - "issue:45127", + "issue:45003", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", + "issue:45362", "issue:45375", + "issue:45406", "issue:45446", "issue:45542", + "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45632" ], "soft_pairs": [ - "issue:44855|issue:45588", - "issue:43388|issue:44079", - "issue:43761|issue:44743", - "issue:45127|issue:45357", - "issue:43335|issue:44855", "issue:44938|issue:45542", - "issue:44077|issue:44079", + "issue:44077|issue:44877", "issue:43976|issue:44855", "issue:43644|issue:44913", "issue:43550|issue:44190", + "issue:43761|issue:44743", "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:44112|issue:45600", @@ -8991,235 +8984,226 @@ "issue:43116|issue:44190", "issue:43295|issue:45276", "issue:43335|issue:44190", - "issue:41950|issue:44016", "issue:36246|issue:41628", "issue:45245|issue:45584", "issue:43404|issue:45216", "issue:43479|issue:45375", - "issue:36246|issue:38617", - "issue:44734|issue:45632", - "issue:42175|issue:44279", + "issue:44933|issue:45362", + "issue:44464|issue:45563", "issue:44186|issue:44734", "issue:38175|issue:43065", - "issue:44016|issue:44220", - "issue:44561|issue:45632", + "issue:44734|issue:45632", "issue:44683|issue:45446", - "issue:44466|issue:44913" + "issue:44561|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584" ], - "prepared_review_unit_hash": "d75f4dbc967ee3c049ce5ee3c1cfeab9090add6b12b00b3ee84149020caa87e3", + "prepared_review_unit_hash": "636489222eb392437cc15e72243ad29498b0a53e0090d5384ddf0f33a154d841", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issues rather than a duplicate set. None of the soft pairs look like the same underlying bug, so I would not merge any of them; if forced to pick an anchor, I\u2019d use the processor/tokenizer regression issue as the broadest representative.", - "confidence": 0.28, - "canonical_issue_reason": "issue:43295 is the most representative high-signal regression in the set: it is a concrete, user-facing break in core processor/tokenizer behavior, and it is broader than the many narrow model-specific or environment-specific bugs here.", + "summary": "The proposed soft edges are all false positives: the items span unrelated import errors, config/serialization regressions, model-specific runtime bugs, and separate CI/serve issues rather than one duplicate bug cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #44734 is the best single anchor if one must be chosen: it is a concrete runtime bug with a clear code path (serve/KV-cache indexing) and sits near the most coherent runtime-regression theme in the set, though the overall cluster is too heterogeneous to be a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "As a global representative, issue:43295 is the best anchor because it is a clear upstream API regression with practical impact and a cleaner triage target than the surrounding one-off model, config, or tooling issues.", + "best_issue_reason": "#44734 is the most defensible representative issue, but only as a pragmatic placeholder; it does not actually subsume the other issues in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Different failure modes: Python import parsing on 3.13 vs flash_attention crashing on s_aux=None." - }, - { - "left": "issue:43388", - "right": "issue:44079", - "accept": false, - "reason": "Different bugs: metric gathering drops tuple labels, while ModelOutput keys are assigned incorrectly when a field was previously None." - }, - { - "left": "issue:43761", - "right": "issue:44743", - "accept": false, - "reason": "Different models and code paths: CLIPVisionModel hidden_states regression vs Qwen3_5 recurrent-state reset with cache." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Both involve saving/weights, but one is LoRA merge with extended vocab collapse and the other is incorrect visual encoder keys in save_pretrained." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer construction vs an import-time IndentationError in DebertaV2Model." - }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "One is a Python 3.14 load failure; the other is a TensorFlow-backend dependency/install issue." + "reason": "Different failures: Python 3.14 import/load problem vs tensorboard-without-TF backend initialization error." }, { "left": "issue:44077", - "right": "issue:44079", + "right": "issue:44877", "accept": false, - "reason": "Different subsystems: patchtsmixer post_init handling vs ModelOutput key assignment logic." + "reason": "Both are config-related, but one is a post_init policy change and the other is a granite_speech loading bug." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility break vs an unrelated Deberta import parsing error." + "reason": "Separate Python compatibility issues with different root causes and code paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk values and GPTNeoX rotary_pct reload are separate state/serialization bugs." + "reason": "Unrelated serialization bugs: non-persistent buffers vs rotary_pct resetting on reload." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile SDPA failure is unrelated to the local-dataset loading issue in the image classification script." + "reason": "Different subsystems entirely: torch.compile/SDPA model failure vs example script dataset loading." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve sequence-state behavior, but they affect different models and distinct bugs." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input handling and serve KV-cache continuation indexing are distinct code paths." + "reason": "Different problems: multimodal video input handling vs serve KV-cache tensor indexing." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize wiring and Whisper empty-transcription generation are unrelated bugs." + "reason": "Different concrete bugs: resize_token_embeddings propagation vs Whisper empty-transcription generation failure." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flakiness in GraniteSpeech and stale auto_mappings references to removed configs are different problems." + "reason": "Both are CI-related, but they stem from different stale references in different places." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue versus an actual _torch_extract_fbank_features() bug; no shared underlying defect." + "reason": "No shared underlying bug; one is a vague placeholder title, the other is a specific fbank feature issue." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example-script failures: empty multi-label classification results vs local dataset loading." + "reason": "Different failures: multi-label example output vs local dataset loading in a training script." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both touch multimodal/embedding behavior, but one is a processor.tokenizer regression and the other is resize_token_embeddings not wiring outputs correctly." + "reason": "Different regression types: processor/tokenizer handling vs embedding/output weight resizing." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config initialization and a training-script dataset-loading failure are unrelated." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline bug and notebook syntax error are clearly different issues." + "reason": "SwitchTransformers layer construction bug is unrelated to the dataset-loading issue." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different API surfaces, so they are not the same bug." + "reason": "Both are import errors, but they reference different symbols and likely different breakages." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Runtime category-limit error and Whisper empty-transcription failure are unrelated." + "reason": "Different runtime errors in unrelated features; no shared code path." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration is not the same as Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained serialization." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "One is default config initialization from None, the other is a missing field being dropped by strict serialization." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Different import failures: Qwen2_5_VLImageProcessor missing vs layer_type_validation missing from configuration_utils." + "reason": "Different config bugs: None-default initialization vs strict-field dropping in different multimodal configs." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Serve KV-cache indexing crash and local-model cache-path collision are unrelated." + "reason": "Nonexistent import problem vs a Qwen3.5 chat crash; not the same bug." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Both mention dependencies, but they are too vague and do not share a concrete package/version or identical failure mode." + "reason": "Generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash in NER is unrelated to serve KV-cache continuation indexing." + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are different model bugs." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "A notebook syntax error is unrelated to an fbank feature-extraction issue." + "reason": "Different model-specific bugs with no shared failing code path." }, { - "left": "issue:44561", + "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available and cache-path collisions for local models are different regressions." + "reason": "Serve cache indexing bug and local trust_remote_code cache-path collision are different problems." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a wrong version check for AuxRequest import; not the same concrete bug." + "reason": "Both touch flex_attention, but one is a compiled-kernel failure and the other is a version-check/import gating bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code is only a broad theme here; FX API removal and cache-path collision are separate issues." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Tied-weight serialization inconsistency and GPTNeoX rotary_pct reset on reload are separate config/serialization problems." + "reason": "Different serialization problems: tied lm_head weight behavior vs rotary_pct reload drift." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are related only superficially, not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash is unrelated to trust_remote_code cache path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures with different symptoms and causes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about generation parameters is not the same as an empty-transcription runtime failure." } ] }, @@ -9244,19 +9228,22 @@ "cluster_id": "cluster-15354-384", "nodes": [ "issue:41950", + "issue:42175", "issue:42907", "issue:43295", "issue:43299", "issue:43381", + "issue:43388", "issue:43441", "issue:43479", "issue:43525", "issue:43526", "issue:43531", "issue:43577", - "issue:43643", "issue:43673", + "issue:43688", "issue:43824", + "issue:43827", "issue:43854", "issue:43901", "issue:43976", @@ -9264,154 +9251,138 @@ "issue:44062", "issue:44075", "issue:44112", + "issue:44220", "issue:44242", - "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", "issue:44496", - "issue:44521", + "issue:44683", "issue:44933", "issue:44964", - "issue:44987", - "issue:45003", "issue:45020", "issue:45042", "issue:45200", "issue:45216", "issue:45278", - "issue:45325", "issue:45335", "issue:45357", "issue:45405", - "issue:45406", + "issue:45542", "issue:45584", "issue:45593", "issue:45600", - "issue:45632", "issue:45759" ], "soft_pairs": [ - "issue:44246|issue:45003", - "issue:45406|issue:45632", - "issue:43643|issue:44496", + "issue:41950|issue:44016", "issue:44964|issue:45600", - "issue:44016|issue:44062", + "issue:43388|issue:43688", "issue:43295|issue:45335", - "issue:42907|issue:43441", "issue:44112|issue:44964", + "issue:42907|issue:43441", "issue:44496|issue:45042", "issue:43854|issue:44964", "issue:43673|issue:44336", - "issue:43976|issue:44987", + "issue:44016|issue:44220", "issue:43299|issue:45216", "issue:43531|issue:45600", - "issue:43824|issue:44933", + "issue:42175|issue:44279", "issue:43526|issue:43901", "issue:45335|issue:45584", - "issue:43976|issue:44279", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43299|issue:45357", "issue:44496|issue:45759", - "issue:44521|issue:45325", - "issue:41950|issue:45020", "issue:43901|issue:44496", + "issue:41950|issue:45020", "issue:44242|issue:45200", "issue:43577|issue:45216", + "issue:44016|issue:44062", "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:43479|issue:43525" + "issue:43824|issue:44933", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "94a3ef83fddb90a27760172557c17e33859e121aff98138d20d0237c8bf31512", + "prepared_review_unit_hash": "233ebbe259c7871206ae2dc47605c5fa45e3f9268b526d8981772100c34d94b9", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36669, - "estimated_input_tokens": 9168, - "estimated_eval_tokens": 18592 + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues cluster around Transformers regressions, but the specific failures are too different to treat any pair as duplicates; I would keep the broad open regression report as the cluster anchor.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45020 is the broadest open umbrella report in the set, covering recent-version breakage around remote-code/model loading.", + "summary": "Mostly a heterogeneous set of Transformers regressions and docs/config issues, with only superficial overlap around model loading, v5 breakages, and multimodal/model-family regressions. None of the proposed soft pairs look like the same concrete bug or change.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is open, broad, and centered on recent v5 remote_code/model-loading breakages that overlap conceptually with several other reports, even though it is not a duplicate of them.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative because it is open, high-level, and can plausibly subsume several nearby regression reports without overfitting to one model.", + "best_issue_reason": "issue:45020 is the strongest standalone triage target because it is the broadest, still-open regression report and can serve as the nearest cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Both touch import-time behavior, but one is intermittent slowness and the other is an unsafe sys.modules access bug; not the same defect." - }, - { - "left": "issue:45406", - "right": "issue:45632", - "accept": false, - "reason": "Gemma4Processor _tokenizer crash and trust_remote_code cache-path collision are unrelated failure modes." - }, - { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are config/loading problems, but one is missing fields with trust_remote_code and the other is an unrecognized model due to missing model_type; different root causes." + "reason": "Different bugs: pipeline processor lookup vs a notebook syntax error." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading and stale auto_mappings references to Sam3LiteText are unrelated issues." + "reason": "Both are model-loading related, but one is Phi-4 multimodal loading and the other is stale auto_mappings entries for Sam3LiteText." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are clearly different bugs." + "reason": "Unrelated code paths: metric gathering vs auxiliary loss normalization." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "They affect different code paths: processor/tokenizer regression versus resize_token_embeddings not propagating to decoder embeddings." + "reason": "Both are regressions, but one is processor/tokenizer image handling and the other is resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and FlashAttention loading for Ministral-3 are different problems." + "reason": "CI stale device override test vs a model loading failure; not the same bug." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "A stale CI test override in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention loading." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config loading and PIL image processor torchvision dependency are separate issues." + "reason": "Different issues: unrecognized model config vs PIL image processors wrongly requiring torchvision." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Phi-4 multimodal loading." + "reason": "Both are multimodal model-load issues, but they affect different models and failure modes." }, { "left": "issue:43673", @@ -9420,124 +9391,130 @@ "reason": "Generation cache handling and ANSI output formatting are unrelated." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Python version compatibility and loading physical-intelligence/fast are different reports." + "reason": "Notebook syntax error vs feature extraction bug; no shared code path." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both involve Qwen3.5-era regressions, but one is a loading failure and the other is a save_pretrained checkpoint serialization bug." + "reason": "Both involve Qwen3.5/Qwen3VL, but one is loading failure and the other is incorrect save_pretrained output." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText config references are unrelated." + "reason": "Different subsystems: MoE sliding-window behavior vs auto_mappings stale config references." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and different causes." + "reason": "Packaging/backend dependency problem vs a generic dependency issue; too broad and not the same defect." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "reduce_labels behavior in BeitImageProcessorFast is unrelated to a docs mismatch in TextClassificationPipeline." + "reason": "BEiT label reduction bug is unrelated to TextClassificationPipeline docs behavior." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resizing and Whisper empty-transcription generation are different bugs." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "A Python support regression and a generic dependency issue are not the same underlying change." + "reason": "Both are model/runtime regressions, but one is embedding resizing and the other is Whisper empty-transcription generation." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD optimizer args and a tie_word_embeddings warning in Qwen3.5 are unrelated." + "reason": "SGD arguments being ignored is not the same as a tie_word_embeddings warning." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different code paths." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading regression and the other is incorrect visual-encoder key saving; not the same bug." + "reason": "Same model family, but different save/load regressions and different versions." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "An unrecognized-model error and a composite-config unwrap issue are distinct config-handling bugs." + "reason": "Both are composite-config/model-selection problems, but one is missing model_type resolution and the other is unwrapping text_config in from_config." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Multimodal assistant masks and Qwen2.5-VL rope-index scaling are different multimodal behaviors." + "reason": "Docs for return_all_scores vs a model config import/load error; not the same issue." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage are not the same issue." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "A documentation discrepancy is not the same as a model-loading failure." + "reason": "Pipeline processor lookup issue is unrelated to remote_code model-loading regressions." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are separate model-training bugs." + "reason": "Load-balancing loss routing bug vs mm_token_type_ids defaults; different model logic." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype persistence and Qwen3.5 save_pretrained corruption are unrelated." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are separate regressions." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "45278 is an umbrella report about many import errors, while 44351 is one specific missing export; the root cause is not established as the same." + "reason": "Notebook syntax error vs AddedToken keyword conflict; no shared root cause." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility and the unreleased PEFT minimum-version bump are unrelated." + "reason": "Python-version compatibility issue vs an unreleased peft version bump." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Same as above: one specific import failure versus a broad update-breakage report is too loose to merge." + "reason": "Both are import problems after upgrade, but one is HybridCache specifically and the other is a broad migration report." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; not the same symbol or code path." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric label dropping and pipeline documentation mismatch are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and Llama4Config missing pad_token_id are different config bugs." + "reason": "Different model/config issues: default multimodal subconfigs vs missing pad_token_id attribute." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend installation are unrelated." } ] }, @@ -9561,13 +9538,14 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ - "issue:33290", + "issue:32090", + "issue:35141", "issue:38175", "issue:39692", "issue:41950", "issue:42994", "issue:43065", - "issue:43262", + "issue:43122", "issue:43295", "issue:43299", "issue:43317", @@ -9575,19 +9553,18 @@ "issue:43450", "issue:43650", "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", "issue:43784", "issue:43854", "issue:43901", - "issue:44016", + "issue:43976", + "issue:43994", "issue:44162", "issue:44261", "issue:44263", "issue:44279", - "issue:44291", "issue:44297", + "issue:44361", "issue:44462", "issue:44466", "issue:44521", @@ -9602,28 +9579,29 @@ "issue:45081", "issue:45276", "issue:45290", + "issue:45325", "issue:45397", "issue:45405", "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712" ], "soft_pairs": [ - "issue:44683|issue:45542", "issue:44462|issue:45081", "issue:44279|issue:45405", + "issue:32090|issue:35141", "issue:43299|issue:43854", - "issue:39692|issue:43901", "issue:43295|issue:44779", + "issue:39692|issue:43901", "issue:44297|issue:44462", "issue:38175|issue:44617", "issue:41950|issue:43650", - "issue:33290|issue:45656", + "issue:43976|issue:44279", "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", "issue:45600|issue:45712", - "issue:44016|issue:44291", "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:43065|issue:44898", @@ -9635,214 +9613,227 @@ "issue:43723|issue:44162", "issue:44623|issue:44749", "issue:43784|issue:45542", - "issue:43262|issue:44521", "issue:44671|issue:44779", - "issue:43673|issue:43761", "issue:43653|issue:45593", - "issue:44987|issue:45542" + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:44361|issue:45593" ], - "prepared_review_unit_hash": "3039bd251b5b247ff5466506d98b3119c3ab3ec5341b6323b91868fb24ea6172", + "prepared_review_unit_hash": "f56484c93fba19015b11bb7e61369d9f64aa4e5966556d59be060c09a6075fb6", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues that only share broad v5/regression vocabulary. The soft-similarity pairs are all false positives: they point to different subsystems, different failure modes, and usually different code paths.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the items do not share one underlying bug, so picking any single issue would misrepresent the cluster.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No global best issue: the set is heterogeneous (tokenizers, processors, model loading, serialization, docs, deepspeed, attention, etc.), so there is no good representative duplicate target.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The cluster is mostly heterogeneous: tokenizer-loading regressions, multimodal processor bugs, quantization/offload issues, attention backend failures, and CI/doc cleanup. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it describes a specific AutoTokenizer regression with a concrete failure mode (ignoring repository tokenizer.json).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative issue because it is concrete, actionable, and narrower than the broader tokenizer/loading complaints elsewhere in the cluster.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Different bugs: compiled flex_attention failure on torch>=2.9 vs tensorboard installed without TensorFlow causing an undefined tf backend error." - }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer paths: AutoTokenizer ignoring repository tokenizer.json vs _patch_mistral_regex crashing because Tokenizer lacks backend_tokenizer." + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash; different code paths and failures." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Unrelated: a generic transformers dependency issue vs MIN_PEFT_VERSION being bumped to an unreleased PEFT version." + "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is a PEFT version pin bump; not the same bug." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different failures: Qwen3VL MoE model loading breakage vs NameError importing sentence-transformers with latest transformers." + "reason": "Trainer GPU broadcast TypeError and token embedding reinitialization are unrelated model/training bugs." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both involve docs/examples, but not the same bug: SigLIP2 example/model-processor mismatch and quantization failure vs stale TextClassificationPipeline docs mentioning return_all_scores." + "reason": "Both mention GLM-4.7 loading, but one is a Moe model load breakage and the other is a Flash variant unit-test issue; not enough evidence of the same root cause." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Different regressions: custom code accessing processor.tokenizer/passing images to tokenizer vs Deepseek tokenizer producing incorrect outputs in v5." + "reason": "Both are tokenizer-related regressions, but one is processor.tokenizer/image-passing breakage and the other is Deepseek tokenization drift; different behaviors and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a docs mismatch for return_all_scores." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Related to tokenizer serialization, but distinct: tokenizer.save_pretrained writes a mismatched tokenizer_class, while AutoTokenizer ignores tokenizer.json from the repo." + "reason": "Tokenizer save_pretrained metadata mismatch differs from AutoTokenizer ignoring tokenizer.json on load; save-side vs load-side problems." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Different models and symptoms: unexpected zero probabilities in SigLIP2 vs Sam3Video CUDA out of memory." + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video OOM are unrelated inference bugs." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No shared bug: video-classification pipeline using image processors vs an unrelated 'ADD THE DATA' issue." + "reason": "Video-classification pipeline processor lookup and an unrelated missing-data issue are not the same underlying bug." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both mention deepspeed/optimizer, but the concrete problems differ: AdaFactor OOM vs optimizer.step being called twice." + "reason": "Python version compatibility and a dependency issue with transformers are different failure modes." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer issues: ignoring tokenizer.json in AutoTokenizer vs Deepseek tokenizer producing incorrect results." + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json selection and the other is incorrect Deepseek tokenization; not the same concrete bug." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Different maintenance problems: stale auto_mappings.py entries vs leftover dummy classes leaking into dummy_pt_objects.py and dir(transformers)." + "reason": "Both are multimodal/VL issues, but assistant_mask generation and RoPE temporal indexing are separate code paths." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python support breakage and a model-loading failure for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Unrelated: notebook syntax error in the intro notebook vs init_empty_weights breaking on an unexpected _is_hf_initialized argument." + "reason": "Both are repo maintenance/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Different scopes: batched video processor shape bug vs a generic dependency issue with transformers." + "reason": "Video processor batch shape handling has nothing to do with the dependency issue in transformers." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both are quantization-related, but not the same bug: saving a quantized model fails vs dequantized model loading with device_map=auto and cpu/gpu offload." + "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload bugs." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different model components: a dummy Conv2d in Sam3PixelDecoder vs Perceiver image classification failing for non-default resolution despite interpolate_pos_encoding=True." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model implementation issues." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch weights/embeddings, but one is inconsistent lm_head serialization by device while the other is resize_token_embeddings not updating Gemma4 per-layer embeddings/output embeddings." + "reason": "Both touch embeddings/weights, but one is serialization of tied weights by device and the other is resize_token_embeddings not propagating to Gemma4 outputs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different code paths and symptoms: MLA q_a_layernorm eps precision issue vs torch.split return handling in GlmMoeDsaIndexer." + "reason": "Different GLM/Moe model bugs: one is a missing rms_norm_eps precision issue, the other is torch.split return handling." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both mention attention, but one is Ministral FlashAttention failure and the other is compiled flex_attention breaking on torch>=2.9; not the same fix." + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention backends and different breakages." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Completely unrelated: a placeholder 'ADD THE DATA' issue vs apply_chat_template crashing on assistant tool-call messages with no content." + "reason": "Missing data and chat-template crashes with tool-call assistant messages are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different loading/saving failures: processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained failing." + "reason": "processor.save_pretrained missing files is a save/export bug; gemma-4 zero3 from_pretrained is a loading bug." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Different models and failure modes: AutoTokenizer.from_pretrained loading issue vs ESM2 being broken for users." + "reason": "Both are loading regressions, but one is AutoTokenizer.from_pretrained in v5 and the other is ESM2 being broken; no concrete shared root cause." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Different problems: missing files from processor.save_pretrained vs a performance regression when filtering data after upgrading Transformers." + "reason": "Missing processor save files and slow filtering after upgrade are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Unrelated runtime errors: importing sentence-transformers hits NameError: nn is not defined vs tensorboard-only installation causing an undefined tf backend error." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Both involve chat templates, but the bugs differ: audio apply_chat_template defaults to 16kHz instead of config value vs multimodal assistant_masks becoming all zero." + "reason": "Missing nn import in sentence-transformers and undefined tf backend when only tensorboard is installed are different dependency/import problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model behavior: CamemBERT masked LM predictions wrong in v5 vs Deepseek tokenizer outputs incorrect results." - }, - { - "left": "issue:43673", - "right": "issue:43761", - "accept": false, - "reason": "Different regressions: GenerationMixin cache missing during chunked_prefill vs CLIPVisionModel.forward returning hidden_states=None." + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are separate model-specific issues." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "No common bug: BigBirdTokenizer special-token/decode issue vs D-FINE not applying auxiliary losses when denoising is off." + "reason": "BigBirdTokenizer special-token CI failure and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Different failures: loading physical-intelligence/fast on transformers>=5.1.0 vs tensorboard without TensorFlow causing backend errors." + "reason": "Model loading failure and TensorFlow backend/import issue do not describe the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change across versions and a missing-data issue are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and incorrect SigLIP2 model/pipeline outputs are not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission are unrelated." } ] }, @@ -9866,294 +9857,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-384", "nodes": [ + "issue:16998", + "issue:22355", "issue:36246", "issue:41628", "issue:41950", - "issue:42175", "issue:42491", "issue:42757", - "issue:43122", + "issue:43262", "issue:43295", "issue:43299", "issue:43352", "issue:43475", "issue:43525", - "issue:43526", - "issue:43531", - "issue:43650", + "issue:43673", + "issue:43761", "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:43994", "issue:44016", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", "issue:44297", "issue:44336", "issue:44351", - "issue:44361", "issue:44373", "issue:44462", "issue:44485", "issue:44496", + "issue:44521", + "issue:44561", "issue:44589", "issue:44617", "issue:44661", - "issue:45003", + "issue:44857", + "issue:44871", + "issue:44964", "issue:45250", "issue:45356", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593", "issue:45759" ], "soft_pairs": [ - "issue:43122|issue:43650", - "issue:43901|issue:43994", - "issue:42175|issue:43976", - "issue:44361|issue:45593", + "issue:44016|issue:44291", + "issue:43262|issue:44521", "issue:43475|issue:44016", "issue:44297|issue:45397", - "issue:43824|issue:43976", + "issue:43673|issue:43761", "issue:44188|issue:44336", "issue:43525|issue:45759", "issue:43525|issue:43881", "issue:44589|issue:45362", "issue:43295|issue:44617", - "issue:45561|issue:45563", "issue:42491|issue:43299", "issue:41628|issue:43976", "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:43352|issue:45250", + "issue:16998|issue:22355", "issue:44242|issue:45593", - "issue:41950|issue:44220", "issue:44295|issue:45397", "issue:44661|issue:45542", "issue:44246|issue:44496", - "issue:43531|issue:45362", + "issue:41950|issue:44220", "issue:44462|issue:45356", - "issue:43526|issue:45003", "issue:36246|issue:42757", "issue:44336|issue:44485", "issue:36246|issue:44351", - "issue:45003|issue:45561" + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "71d952df8f26c6ae5b10b65f9b92daae6c7398c5c8b2929b8b749bc3c5837801", + "prepared_review_unit_hash": "b57794172e0b4d3a51e910b5d58b8c5cb2485d0c64d8ca5b6db37751b726f094", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35748, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues. The only common thread is broad import/load/regression language, but none of the soft pairs appear to describe the same concrete bug or change.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43824 is the most representative of the repeated import/export failure pattern in this set, with concrete runtime impact and relatively strong discussion/reference activity.", + "summary": "These items are mostly unrelated Transformers issues spanning imports, model loading, tokenizers, pipelines, and docs. None of the soft-edge pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43824 is the strongest representative anchor here: it is a high-visibility user-facing import regression with the most inbound references among the listed issues, and it fits the recurring multimodal/import-broken theme better than the others.", "canonical_pr_reason": null, - "best_issue_reason": "Among the mixed issues here, issue:43824 is the clearest, most central example of the recurring model-import/load regressions.", + "best_issue_reason": "issue:43824 is the best single issue to represent this cluster because it has the clearest external impact and strongest linkage signals (discussion/inbound references) while still being a concrete Transformers regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer behavior regression and a vague data request are unrelated; no shared code path." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for a pipeline option is not the same bug as bad SigLIP2 outputs." - }, - { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Missing TensorFlow from a torch install and a Python-version compatibility break are different issues." + "reason": "Notebook syntax error vs. init_empty_weights loading TypeError; different failure modes and code paths." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss gating are unrelated model bugs." + "reason": "Both involve apply_chat_template/multimodal processing, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3 video encoder attribute failure and a notebook syntax error are not the same problem." + "reason": "SAM3 Video attribute error and notebook syntax error are unrelated." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma-4 ZeRO-3 from_pretrained loading." + "reason": "Tokenizer save_pretrained metadata mismatch vs. Gemma-4 ZeRO-3 from_pretrained failure; different underlying issues." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "An import/export symbol error and a Python 3.9/3.10 support issue are different failure modes." + "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model-path bugs." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel branching and stray ANSI codes in a report helper are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." }, { "left": "issue:43525", "right": "issue:45759", "accept": false, - "reason": "Both are config-loading regressions, but they affect different models and different missing attributes/unwrapping paths." + "reason": "Llama4 pad_token_id attribute issue and Qwen multimodal text_config unwrapping are different config-loading defects." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4Config pad_token_id and GLM-4V loading failure are distinct model-loading bugs." + "reason": "Both are model loading problems, but the missing pad_token_id and glm-4v loading failure are not the same code-path bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage support and a Qwen3.5 chat crash are not the same underlying issue." + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression and SAM3Video OOM are different code-path problems." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "A pytest-xdist file race and a stale generate() warning are unrelated testing/runtime issues." + "reason": "Processor/tokenizer regression vs. SAM3 Video OOM; no shared underlying bug." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility on hf4.x and Qwen3VL MoE loading are different model-family regressions." + "reason": "Both mention Qwen3 MoE/version compatibility, but one is a LoRA reuse problem and the other is a model-loading regression; too different to merge." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python version incompatibility are not the same bug." + "reason": "ImportError for AutoImageProcessor is unrelated to Python version support breakage." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs/behavior mismatch and intermittent slow import are unrelated." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to slow import performance." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output in a helper and a wrong docstring are separate documentation/UX issues." + "reason": "ANSI code emission in loading_report and position_ids docstring are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific FA2 unsupported error and a generic Flash Attention 2.0 topic are not the same concrete fix." + "reason": "Specific Nemotron Flash Attention 2.0 support gap vs. a broad Flash Attention 2.0 issue; not the same concrete bug." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Missing router load-balancing loss and missing D-FINE auxiliary losses happen in different models and flags." + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module import." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and audio fbank extraction are unrelated pipeline bugs." + "reason": "Both concern missing losses, but they are different loss terms in different models and triggered by different flags." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading a buffered position_ids tensor and Gemma-4 zero3 loading are different errors." + "reason": "Buffer/position_ids access error is unrelated to Gemma-4 ZeRO-3 loading." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES model-generation failure and missing TensorFlow backend when only tensorboard is installed are unrelated." + "reason": "Tokenizer mapping failure and missing TensorFlow backend handling are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Intermittent import slowness and unrecognized model/config loading are different problems." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and a Qwen3.5 chat crash are not the same bug." + "reason": "Slow import and unrecognized model_type are distinct problems." }, { - "left": "issue:44462", - "right": "issue:45356", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Kimi-K2.5 tokenizer regression are separate tokenizer issues." + "reason": "Video-classification pipeline using image processors and fbank feature extraction are different processing bugs." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec handling regression are both tokenizer-related, but not the same underlying defect." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different import-name failures for different symbols and modules; same symptom class only." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI-code leakage and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation discussion." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing exports and different underlying fixes." + "reason": "Both are import/export problems, but they expose different missing symbols from different modules and do not look like one fix." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache regression and removal of is_torch_fx_available are separate compatibility problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5 VL import failure and Python-version incompatibility are different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support issue and Phi-4 multimodal loading failure are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import performance and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Unsafe sys.modules access and a captured_info.txt race are unrelated implementation bugs." + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are distinct training bugs." } ] }, @@ -10188,27 +10180,24 @@ "issue:43408", "issue:43441", "issue:43475", + "issue:43526", "issue:43540", "issue:43596", "issue:43653", - "issue:43673", "issue:43901", "issue:44060", "issue:44077", "issue:44162", - "issue:44242", "issue:44246", "issue:44295", "issue:44336", "issue:44368", "issue:44466", "issue:44496", - "issue:44561", "issue:44749", "issue:44779", - "issue:44857", - "issue:44871", "issue:44877", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", @@ -10217,247 +10206,265 @@ "issue:45229", "issue:45292", "issue:45335", + "issue:45362", "issue:45375", + "issue:45397", "issue:45459", + "issue:45561", "issue:45563", "issue:45584", "issue:45588", + "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:43673|issue:44561", - "issue:44246|issue:44871", - "issue:44242|issue:44857", - "issue:36246|issue:43596", + "issue:45362|issue:45375", "issue:44162|issue:45200", "issue:44295|issue:44749", "issue:44779|issue:45292", "issue:43441|issue:43540", - "issue:44877|issue:45375", - "issue:42886|issue:45229", "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:36246|issue:43596", "issue:44987|issue:45459", "issue:41628|issue:41950", "issue:45292|issue:45701", "issue:44779|issue:45701", "issue:43901|issue:45003", + "issue:45561|issue:45563", "issue:45375|issue:45759", "issue:43232|issue:44336", "issue:43065|issue:43408", "issue:43257|issue:45137", + "issue:43526|issue:45003", "issue:44995|issue:45200", "issue:44496|issue:45003", - "issue:44060|issue:44077", "issue:43262|issue:44246", + "issue:42886|issue:45229", "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:44995|issue:45588", "issue:43653|issue:44162", - "issue:44368|issue:45563" + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44060|issue:44077" ], - "prepared_review_unit_hash": "7526e9249fe665baab816697c58e74c20dbcf7fed155c901ad8de904b8f3e91f", + "prepared_review_unit_hash": "3db959fa3a15c6dd8f3baa1e66134fffa095bdec5d98cdb5b6b491e37d6b3aac", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36020, - "estimated_input_tokens": 9005, - "estimated_eval_tokens": 18266 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous cluster of Transformers regressions. The items share broad library-loading/modeling themes, but none of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "issue:41628 is the cleanest top-level user-facing import/export failure in the set and the best weak anchor for the cluster, though the cluster is still quite mixed.", + "summary": "The cluster is heterogeneous: most items are model- or subsystem-specific regressions (tokenizers, config loading, generation, DeepSpeed, SAM, Gemma/Qwen), not true duplicates. I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.35, + "canonical_issue_reason": "issue:45003 is the most central/core-library bug in the set and the broadest implementation-level regression, so it is the best single anchor despite the cluster being quite mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most representative broad issue among these, but only loosely; it does not truly cover the many unrelated model/config/generation bugs in the cluster.", + "best_issue_reason": "issue:45003 is the least model-specific and most likely to generalize across several loading/import-related regressions; none of the other issues cleanly covers the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Different regressions: chunked_prefill cache handling vs removal of is_torch_fx_available breaking trust_remote_code models." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowdown is unrelated to Gemma eos_token_id/config mismatch." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "MoE load-balancing loss bug is unrelated to an AMP/CUDA crash in LwDetrImageLoss." - }, - { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "Qwen2.5-VL import export failure and a DeepSpeed ZeRO3 deque underflow are different bugs." + "reason": "Different failures: a Qwen3.5 chat crash vs a missing config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Unrelated models and bugs: ESM2 is broken broadly, while this is a Gemma4 multimodal fine-tuning default-value issue." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Buffer/position_ids access bug is unrelated to a tokenization performance regression." + "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression is different from resize_token_embeddings not propagating to output_embeddings." + "reason": "Tokenizer correctness in DeepSeek v5 is not the same bug as resize_token_embeddings failing to update output embeddings." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure in Ministral and Qwen3OmniMoe video-input processing are separate problems." + "reason": "Different code paths and models: FlashAttention on Ministral-3 vs video-input processing in Qwen3OmniMoe." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Both involve strict config handling, but they affect different models, fields, and failure modes." + "reason": "Resize-token-embeddings behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Offline tokenizer cache loading is unrelated to multi-GPU CUDA OOM." + "reason": "Both mention config handling, but they describe different strictness problems on different model families." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are different bugs." + "reason": "An import-name error for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3 BertModel IndexError." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific repo under v5 is not the same as protobuf error masking in tokenizer decoding." + "reason": "Loading a model fails for one reason; the other is about protobuf decode-error handling masking tokenizer errors." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "A missing top-level AutoImageProcessor import is not the same as the video-classification pipeline choosing image processors." + "reason": "Both involve image processors, but one is an import error and the other is a pipeline choosing the wrong processor type." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings propagation is unrelated to generic version-dependent tokenization changes." + "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a general tokenization-change regression." }, { "left": "issue:44779", "right": "issue:45701", "accept": false, - "reason": "DeepSeek tokenizer regression and broad tokenization changes are not the same concrete bug." + "reason": "A specific DeepSeek tokenizer bug is not the same underlying issue as a broad version-dependent tokenization change." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Documentation mismatch for text classification does not share the same root cause as unsafe sys.modules access." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning for num_return_sequences." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing deepstack_visual_indexes and unwrapping text_config are different Qwen multimodal config bugs." + "reason": "Both are Qwen multimodal/config issues, but one is a missing strict-config field and the other is AutoModelForCausalLM.from_config unwrapping text_config." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to ANSI codes in loading_report." + "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes emitted by loading_report." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a sam3_video vs sam3_tracker config mismatch warning." + "reason": "Different SAM3 issues: a dummy Conv2d implementation vs a model-type mismatch warning." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion and ZeRO3 deque underflow are distinct DeepSpeed-related failures." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma4 token-type id requirements." + "reason": "Different models and symptoms: GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are different loading-path bugs." + "reason": "Unrecognized model/config.json handling is a different loading-path issue than unsafe sys.modules access." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer post_init policy." + "reason": "Audio chat-template sampling-rate defaults are unrelated to intermittent import latency." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Audio chat-template sampling rate defaults have nothing to do with import latency." + "reason": "Offline cache loading for tokenizers is not the same as a Gemma4 multi-GPU CUDA OOM." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM 3 Video missing output attribute and Qwen3OmniMoe video-input validation are unrelated." + "reason": "Different models and failure modes: missing fpn_position_embeddings vs video input ValueError." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of tied weights by device is different from resize_token_embeddings not reaching decoder.embed_tokens." + "reason": "Both touch embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale forward-pass cache in GlmMoeDsa is unrelated to flash-attention s_aux handling." + "reason": "A stale indexer-cache crash is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different issues." + "reason": "BigBirdTokenizer special-token registration is a tokenizer-specific bug, not the same as the broad ESM2 breakage." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie_word_embeddings warning noise is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "These are both warnings, but they refer to different warnings in different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and a double optimizer-step bug with DeepSpeed are distinct problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init policy enforcement." } ] }, @@ -10487,8 +10494,10 @@ "issue:42222", "issue:42371", "issue:42673", + "issue:42831", "issue:42994", "issue:43232", + "issue:43452", "issue:43475", "issue:43482", "issue:43525", @@ -10496,11 +10505,11 @@ "issue:43646", "issue:43673", "issue:43704", - "issue:43873", + "issue:43827", "issue:43931", "issue:44038", "issue:44162", - "issue:44188", + "issue:44222", "issue:44297", "issue:44361", "issue:44368", @@ -10510,15 +10519,13 @@ "issue:44749", "issue:44869", "issue:44933", - "issue:44945", - "issue:44977", + "issue:45003", "issue:45081", "issue:45092", "issue:45103", "issue:45137", "issue:45200", "issue:45230", - "issue:45278", "issue:45310", "issue:45356", "issue:45375", @@ -10526,23 +10533,24 @@ "issue:45397", "issue:45459", "issue:45478", + "issue:45561", "issue:45600", "issue:45656" ], "soft_pairs": [ - "issue:45397|issue:45656", - "issue:44368|issue:44977", "issue:43673|issue:44734", "issue:45137|issue:45600", + "issue:45003|issue:45561", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44869|issue:45356", - "issue:43232|issue:43673", - "issue:43673|issue:45278", "issue:44297|issue:44623", "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:43232|issue:43673", "issue:28282|issue:30990", "issue:42994|issue:43482", "issue:44749|issue:45310", @@ -10556,242 +10564,235 @@ "issue:41628|issue:44933", "issue:45375|issue:45478", "issue:43475|issue:44661", - "issue:42673|issue:43704", "issue:42994|issue:43525", + "issue:42673|issue:43704", "issue:45310|issue:45375", - "issue:43232|issue:44188", - "issue:43873|issue:44945", - "issue:42222|issue:45200" + "issue:42222|issue:45200", + "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "0c70e05ee33c862d58f307374d658269893435cd2597fad35f63e84947036817", + "prepared_review_unit_hash": "3a74d9d983dfd98971b913279b83765b084197bd476fbb2c68b6c0d796904c34", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36557, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers issues, with a broad concentration of v5 regressions, model-loading failures, tokenizer/config breakages, and unrelated performance/runtime bugs. Only one soft pair looks like a true duplicate; the rest are thematically similar but not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s main theme: user-facing breakages after upgrading to Transformers v5, especially import/loading failures. It is a good umbrella issue, though not an exact duplicate of most others.", + "summary": "There are at least two clear duplicate issue pairs in this packet: the Qwen3ForCausalLM VRAM leak reports (issue:42673 / issue:43704) and the Qwen3.5 Moe from_pretrained reports with identical titles (issue:45310 / issue:45478). The remaining soft-edge pairs are broad subsystem similarities, not the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the best canonical issue overall: it is the more detailed Qwen3ForCausalLM VRAM leak report with stronger discussion signal, and issue:43704 is an exact duplicate; issue:45310/45478 is a separate identical-title duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best anchor for the cluster because it is the most general and representative report of the recurring v5 regression/import problem class seen across multiple items.", + "best_issue_reason": "issue:42673 is the strongest issue candidate overall because it is specific, reproducible, and clearly duplicated by issue:43704, with more discussion than the later copy.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Different problems: one is a Gemma-4 Zero3 from_pretrained failure, the other is a DeepSpeed optimizer-step duplication bug." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a warning about tie_word_embeddings and the other is a flash-attention generation failure." - }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache paths, but chunked_prefill cache handling and /v1/responses KV-cache continuation are different code paths and failures." + "reason": "Both involve generation/cache internals, but the failures are different: chunked-prefill cache handling vs serve response tensor indexing." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Completely different: DeepSpeed ZeRO3 deque pop versus auto_mappings referencing removed Sam3LiteText configs." + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist capture-file race." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 embedding-tie warning." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different model/config issues." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Both are import-related, but image_utils import breakage is unrelated to tokenizer protobuf decode-error masking." + "reason": "Missing import from image_utils and protobuf error masking are different import/tokenizer problems." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are different subsystems and symptoms." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both touch generation internals, but sync_gpus kwargs updating and chunked_prefill cache missing are not the same bug." - }, - { - "left": "issue:43673", - "right": "issue:45278", - "accept": false, - "reason": "Generation cache handling is unrelated to broad import errors after upgrade; different subsystems and failure modes." + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are different code paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both concern save_pretrained behavior, but tokenizer_config mismatch and missing processor files are distinct save-path bugs." + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is processor missing files." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are v5 breakages, but custom model initialization and ESM2 breakage are not the same code-path problem." + "reason": "Generic Transformers v5 custom-init breakage and ESM2-specific breakage are too different in root cause and scope." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks is unrelated to a performance slowdown after upgrading Transformers." + "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrade are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file loss and DeepSpeed optimizer-step duplication are unrelated." + "reason": "Processor save missing files is unrelated to the optimizer step being called twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation, but one is sync_gpus state update and the other is chunked_prefill cache handling." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are different issues." + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are both model-format related but not the same concrete bug." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of failure." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A slowdown regression after upgrade is not the same as a Qwen3.5 Moe from_pretrained error." + "reason": "Performance slowdown after upgrade and Qwen3.5 Moe from_pretrained error are not the same bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing Sam3 vision output attribute and missing fields in trust_remote_code AutoConfig are different object initialization bugs." + "reason": "SAM3 output attribute error and trust_remote_code config-field loss are unrelated." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Performance regression and DeepSpeed optimizer-step duplication are different symptoms and code paths." + "reason": "Different crashes in different subsystems; no shared concrete bug." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Import-related issues, but in different modules and with different missing symbols." + }, + { + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "Generic bug report and Gemma-4 Zero3 from_pretrained failure do not point to the same underlying bug." + "reason": "Same model family, but missing vision config field vs from_pretrained error is not enough to prove the same underlying defect." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe transformers v5 issue is unrelated to processor.save_pretrained missing files." + "reason": "Qwen3-VL-Moe v5 bug and processor save missing files are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API-settings warning and InternVL2 meta-initialization incompatibility are not the same problem." + "reason": "TF32 API warning and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 missing attribute and Qwen2.5-VL video position-id bug are separate model-specific regressions." + "reason": "Different multimodal model bugs: SAM3 attribute missing vs qwen2.5-vl position-id error." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto-docstring annotation crash are unrelated failures." + "reason": "Repeated pair; still different crashes in different code paths." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they affect different symbols and likely different export paths; not the same bug." + "reason": "Repeated pair; different import failures in different modules." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 Moe, but one is a missing config field and the other is a general from_pretrained error; too broad to treat as duplicates." + "reason": "Repeated pair; same family but not enough evidence of the same root cause." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM3 vision output attribute error is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same exact title and same described bug: Qwen3ForCausalLM leaking VRAM across multiple dataloader threads." + "reason": "SAM3 attribute error and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a from_pretrained error and the other is a specific missing-field/strictness issue; not the same concrete bug." + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." }, { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs syncing and torch.compile attention-kernel divergence are unrelated." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption are different runtime behaviors and fixes." + "reason": "Vitpose breakage and Gemma 4 token-type defaults are unrelated model-specific issues." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "VitPose model breakage and Gemma-4 mm_token_type_ids requirements are unrelated model-specific issues." + "reason": "Both are FP8-related, but one is accuracy and the other is save_pretrained behavior; not the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies 45278 as a broad umbrella for the v5 import/regression cluster, and the soft-pair calls are appropriately cautious. The only accepted pair (42673/43704) is well supported by identical titles and matching bug descriptions; the rest are reasonably rejected as related-but-distinct issues." + "accept": false, + "feedback": "The summary is not fully grounded: besides issue:42673/issue:43704, the packet also contains another highly likely duplicate pair with identical titles, issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'). That makes 'only one clear duplicate pair' too strong. The rest of the soft-edge calls are mostly conservative, but this missed duplicate is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10816,20 +10817,18 @@ "issue:36010", "issue:41628", "issue:42175", - "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", + "issue:43295", "issue:43377", "issue:43479", - "issue:43504", - "issue:43526", - "issue:43673", "issue:43723", "issue:43784", "issue:43824", - "issue:43976", + "issue:43874", + "issue:43901", "issue:44038", "issue:44060", "issue:44079", @@ -10837,49 +10836,45 @@ "issue:44188", "issue:44222", "issue:44242", + "issue:44295", "issue:44351", "issue:44373", + "issue:44448", "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44792", - "issue:44869", - "issue:44933", - "issue:44945", "issue:44964", + "issue:45092", "issue:45103", "issue:45125", "issue:45137", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", - "issue:45712", - "issue:45753" + "issue:45600", + "issue:45656", + "issue:45712" ], "soft_pairs": [ - "issue:42831|issue:44222", "issue:41628|issue:44351", - "issue:44945|issue:45753", "issue:44222|issue:45310", "issue:42994|issue:44164", "issue:42175|issue:45712", - "issue:43673|issue:44188", "issue:43377|issue:44242", "issue:36010|issue:41628", "issue:44038|issue:45310", - "issue:43526|issue:45561", - "issue:43232|issue:44792", - "issue:43504|issue:45561", "issue:44496|issue:45561", "issue:44964|issue:45137", + "issue:45561|issue:45600", "issue:42898|issue:44568", - "issue:43479|issue:44079", "issue:30990|issue:35141", - "issue:43479|issue:44869", - "issue:42175|issue:44933", - "issue:43976|issue:44933", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", "issue:44188|issue:44373", "issue:43278|issue:45137", "issue:43784|issue:43824", @@ -10889,222 +10884,235 @@ "issue:42898|issue:45356", "issue:43723|issue:44568", "issue:42898|issue:44779", - "issue:44060|issue:45125" + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:42898|issue:43295" ], - "prepared_review_unit_hash": "4d1d3a59fc177c1151b0933dcfe3caf48321b0436391f152eb37351bf8c23e94", + "prepared_review_unit_hash": "3a415e477de1a1acb56686e1d729da6011ac47950444056dd8cddccf769e0b17", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36841, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 32, + "serialized_chars": 37329, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes unrelated issues across imports, tokenizers, generation, FP8, save/load, multimodal, and testing. I rejected every soft edge.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45561 is the strongest standalone report by activity and repro detail, but it is not a real representative of the rest of this heterogeneous set.", + "summary": "All soft pairs are false positives. The items span unrelated failures across tokenizer behavior, import/export breaks, multimodal processors, DeepSpeed/training, packaging, and docs, so there is no single safe duplicate cluster canonical.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and the soft pairs do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45561 has the highest external signal (inbound refs) and a concrete race-condition description, so it is the best single issue to keep if one must be chosen.", + "best_issue_reason": "No single issue is a good global representative; the cluster mixes unrelated regressions and maintenance bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained bug for MoE; different failure modes." - }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`AutoImageProcessor` vs `HybridCache`) and different code paths." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption and an image-triggered infinite loop in Qwen3_5 are unrelated bugs." + "reason": "Both are import errors, but they reference different missing symbols and different API breakages." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5/MoE serialization/loading, but one is FP8 save_pretrained and the other is a from_pretrained regression on newer transformers." + "reason": "Both mention FP8/MoE, but one is save_pretrained failure and the other is a from_pretrained error in a specific model family." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both are save/load issues, but `quantized model saving` and `extra_state` handling are distinct serialization failures." + "reason": "Different serialization problems: quantized model saving vs save/from_pretrained handling of extra_state." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging and leftover dummy class cleanup are different maintenance problems." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Generation cache missing in chunked prefill and attention-kernel divergence under torch.compile are different internals and symptoms." + "reason": "Packaging/backend inclusion is unrelated to dummy classes leaking into dir(transformers) and failing repo checks." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder vs missing load-balancing loss when router logits are disabled are not the same bug." + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss omission are different code paths and symptoms." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but they target different exported classes and different regression sources." + "reason": "Both are import failures, but they are for different names and unrelated compatibility regressions." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/VL MoE compatibility, but one is a broad transformers 5.0 model issue and the other is a specific newer-version from_pretrained error." - }, - { - "left": "issue:43526", - "right": "issue:45561", - "accept": false, - "reason": "ImageProcessor label reduction and a pytest-xdist captured_info race are completely unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "One is a generation-kwarg update bug after sync_gpus; the other is a janus image-generation test failure." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "BEiT pretrained loading with a legacy field is unrelated to a testing-utils file race." + "reason": "Both touch Qwen/MoE, but they describe different regressions and different failure modes." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error and xdist capture-file race are different layers of the stack." + "reason": "Unrecognized model config loading and an xdist file race are entirely unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and a DeepSpeed ZeRO3 deque underflow do not share a code path." + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque errors are separate bugs." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but one is whitespace cleanup and the other is add_special_tokens/BOS-EOS handling." + "reason": "A captured_info.txt race under xdist is unrelated to auto_mappings referencing removed configs." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Multimodal config defaulting and ModelOutput key assignment are unrelated object-initialization bugs." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-Transformers loading hang vs embedding resize reinitialization are unrelated model-loading vs model-shape issues." + "reason": "A loading hang in Sentence Transformers is unrelated to embedding reinitialization after resizing." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Phi-4 multimodal config init and Whisper timestamp decoding crash are unrelated." + "reason": "Pipeline docs mismatch and an xdist file-race bug do not share the same root cause." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Packaging dependency selection and a missing image_utils import are different issues." + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Python version compatibility and a nonexistent image_utils import are not the same defect." + "reason": "Different generation internals: kwargs propagation vs attention-kernel branching under torch.compile." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "A torch.compile-dependent kernel branch and a wrong docstring are not duplicates." + "reason": "Runtime kernel divergence is unrelated to a docstring issue about position_ids." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during evaluation and a ZeRO3 deque pop error are unrelated." + "reason": "Embedding dtype drift in evaluation and a ZeRO3 deque IndexError are different bugs." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different packages and different missing names (`nn` vs `Qwen2_5_VLForConditionalGeneration`)." + "reason": "Different import errors for different missing symbols in different packages/models." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files and Qwen3.5 MoE from_pretrained are distinct save/load problems." + "reason": "Processor save_pretrained missing files is a different save/load path from the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed training jobs and deepspeed OOM with Adafactor are unrelated." + "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are unrelated training issues." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache indexing in `transformers serve` and an auto-docstring future-annotations crash are different subsystems." + "reason": "Server KV-cache indexing crash and auto_docstring annotation handling are unrelated code paths." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different underlying codec/whitespace behavior." + "reason": "clean_up_tokenization_spaces behavior changes and Kimi tokenizer codec handling are different tokenizer regressions." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens behavior for mdeberta are separate tokenizer regressions." + "reason": "AutoTokenizer loading regression and BOS/EOS add_special_tokens behavior are distinct tokenizer problems." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is cleanup_spaces behavior and the other is Deepseek codec/output correctness." + "reason": "These are separate tokenizer regressions with different symptoms and root causes." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Tied-weights warning misassignment and missing `_tp_plan` for tensor parallelism are different Qwen3-related model bugs." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump issue is unrelated to leftover dummy classes in the package API." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V processor token counting and old InternVL2 meta-init incompatibility are different multimodal failures." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config default initialization; the other is ModelOutput None-key assignment." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and a multimodal model load failure are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and double optimizer.step under DeepSpeed are different training/runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/image-input regression are separate v5 breakages." } ] }, @@ -11137,15 +11145,17 @@ "issue:36331", "issue:38175", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", - "issue:42898", - "issue:43295", + "issue:42886", + "issue:42994", "issue:43479", "issue:43644", "issue:43723", "issue:43824", - "issue:43874", + "issue:43873", + "issue:43976", "issue:44206", "issue:44222", "issue:44261", @@ -11154,43 +11164,38 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44442", - "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44623", + "issue:44869", "issue:44871", "issue:44913", "issue:44933", + "issue:44945", "issue:44977", - "issue:44991", "issue:45092", "issue:45103", "issue:45310", "issue:45357", - "issue:45405", "issue:45406", "issue:45459", "issue:45656", - "issue:45712" + "issue:45712", + "issue:45753" ], "soft_pairs": [ - "issue:45405|issue:45712", - "issue:43874|issue:45092", - "issue:42898|issue:44448", - "issue:44295|issue:45656", - "issue:42898|issue:43295", "issue:44933|issue:45712", + "issue:42175|issue:44933", "issue:41628|issue:45459", "issue:44222|issue:44297", + "issue:43976|issue:44933", "issue:44297|issue:45656", - "issue:43479|issue:43644", + "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:42831|issue:44623", "issue:44222|issue:44623", - "issue:22355|issue:28282", "issue:30333|issue:36331", "issue:41628|issue:42757", "issue:30333|issue:34689", @@ -11199,259 +11204,276 @@ "issue:28282|issue:30333", "issue:30333|issue:35141", "issue:44222|issue:44484", - "issue:44483|issue:45406", "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:43873|issue:44945", "issue:44263|issue:45092", - "issue:44514|issue:45103", "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44514|issue:45103", "issue:44295|issue:44623", "issue:43723|issue:44871", - "issue:43723|issue:44991", - "issue:45092|issue:45357", "issue:43479|issue:44913", "issue:44261|issue:45092", - "issue:43723|issue:44442", + "issue:45092|issue:45357", "issue:30990|issue:38175", - "issue:41628|issue:43824" + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44945|issue:45753" ], - "prepared_review_unit_hash": "8f99af6788e864c0cac33c73f001b1683e88d66762a9fd98f70a12f3f576a3d9", + "prepared_review_unit_hash": "30afc7ccacb939c32c4f24100162266eb3e6543730db34d937db7b60297759db", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37826, - "estimated_input_tokens": 9457, - "estimated_eval_tokens": 19170 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38530, + "estimated_input_tokens": 9633, + "estimated_eval_tokens": 19522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated import errors, tokenizer/model-loading regressions, multimodal processor issues, config serialization bugs, and training/runtime problems. I found no true duplicate pairs.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is noisy: it mixes several unrelated themes (import/export regressions, tokenizer/cache issues, save_pretrained/serialization bugs, training-loop bugs, and model-specific inference regressions). I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so I reject all candidate merges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41628 is the clearest representative of the cluster\u2019s most recurring user-facing theme: a top-level import/API regression in transformers.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster anchor; the closest broad theme is tokenizer/model-loading regressions, but the items are still too diverse to treat as one duplicate set.", + "best_issue_reason": "issue:41628 has a concrete, broadly relevant failure mode and is the most central representative of the import-surface issues in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45405", + "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Unrelated: PEFT version pin mismatch vs leftover dummy classes/import surface cleanup." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different failures: missing image-processor method vs remote-code/meta-init incompatibility." + "reason": "Both are import-surface problems, but one is a missing/nonexistent symbol and the other is dummy-class leakage; different fixes." }, { - "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Both are v5 behavior changes, but one is tokenization cleanup and the other is Pegasus output drift." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Different code paths: position_ids buffer access vs DeepSpeed double optimizer step." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup change vs processor/tokenizer regression on batched image input." - }, - { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Different cleanup areas: nonexistent image_utils import vs dummy_pt_objects leakage." + "reason": "Backend-install coverage vs image_utils import/export regression; not the same bug." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Import errors in different modules with different causes: AutoImageProcessor vs protobuf decode handling." + "reason": "Top-level import failure vs tokenizer/protobuf error handling; unrelated code paths." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Different features: FP8 save_pretrained for MoE vs tokenizer_class metadata mismatch." + "reason": "FP8 save_pretrained/MoE issue vs tokenizer_config class mismatch; different serialization bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; unrelated failures." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata bug vs optimizer stepping twice under DeepSpeed." + "reason": "Tokenizer save metadata bug vs double optimizer-step bug; no shared code path." }, { "left": "issue:43479", - "right": "issue:43644", + "right": "issue:44869", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer corruption." + "reason": "Config default initialization bug vs Whisper decode crash; separate model paths." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature-specific image extractor argument bug vs docstring/introspection crash." + "reason": "Feature extractor argument regression vs auto-docstring annotation crash; unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FP8 vs processor.save_pretrained missing files." + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different symptoms and fixes." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both involve saving, but FP8 MoE save bug is not the same as processor artifact omission." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Different missing-import problems: transformers.onnx vs PyTorch availability for AutoModel." + "reason": "Both involve saving, but one is FP8/MoE and the other is processor artifact omission." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting on failed training vs Trainer compute_loss signature change." + "reason": "MLflow reporting on failed jobs vs Trainer.compute_loss signature break; unrelated training issues." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but in different packages and unrelated symbols." + "reason": "Different missing imports from different dependencies; not the same regression." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Training failure reporting vs a model-loading regression." + "reason": "MLflow job-state reporting vs model-loading regression; no overlap in bug." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading failure vs flash-attention generation issue; different subsystems." + "reason": "Tokenizer loading/cache issue vs flash-attention generation bug; distinct failures." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained regression." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different paths." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "PyTorch missing import error vs MLflow status reporting bug." + "reason": "Missing PyTorch dependency error vs MLflow reporting bug; unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training logging issue vs embedding resize/post_init reinitialization bug." + "reason": "Training reporting issue vs embedding reinitialization bug; different subsystems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug is unrelated to max_shard_size behavior." + "reason": "FP8 save bug vs question about default shard size; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return-value bug vs missing ReLU in DSA indexer; different concrete code defects." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat-completions request handling vs Gemma4Processor missing _tokenizer attribute." + "reason": "chat/completions request rejection vs processor missing _tokenizer attribute; separate serving bugs." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Different GLM/DSA indexer problems: split return handling vs missing ReLU." + "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; not the same root cause." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Torch split return bug vs remote-code/meta-init incompatibility." + "reason": "Indexer tensor-split bug vs meta-init incompatibility for old checkpoints; unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Batched chat-template crash vs auto-docstring annotation crash." + "reason": "Docstring correction vs RoPE implementation bug; no shared code change." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Docstring wording issue vs RoPE implementation discussion." + "reason": "Phi4 config defaulting bug vs non-persistent buffer corruption; different initialization problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched processor chat-template crash vs auto-docstring annotation crash; unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read error vs processor.save_pretrained missing files." + "reason": "position_ids buffer read error vs missing processor save files; distinct serialization/runtime bugs." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both concern tokenizers, but one is a general v5 load issue and the other is eos_token_id mismatch." + "reason": "Tokenizer loading from cache vs eos_token_id inconsistency; different tokenizer issues." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence/defaulting bugs in different model classes." + }, + { + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Same broad area, but the concrete failures/models differ; not a clear duplicate." + "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Different multimodal regressions: meta initialization incompatibility vs incorrect visual encoder keys on save." + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save; different Qwen3.5 bugs." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Different config persistence bugs: multimodal defaults vs rotary_pct reload reset." + "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probabilities bug; unrelated model behaviors." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "RMS norm epsilon precision/config issue vs remote-code meta-init incompatibility." + "reason": "Both are import errors, but for different symbols and root causes; not mergeable as one fix." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Batched processor crash vs future-annotations docstring crash; unrelated." + "reason": "Missing transformers.onnx module vs missing PyTorch backend; different import failures." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; separate workflows." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different defects." + }, + { + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different missing-class imports: AutoImageProcessor vs Qwen2_5_VLForConditionalGeneration." + "reason": "Runtime tensor-split bug vs docstring issue; not the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output error vs infinite-loop generation on a specific image; distinct model inference problems." } ] }, @@ -11478,25 +11500,24 @@ "issue:29127", "issue:30990", "issue:33357", - "issue:39401", "issue:41628", "issue:42371", "issue:42757", "issue:42831", "issue:42886", "issue:42907", - "issue:42994", "issue:43066", "issue:43116", "issue:43122", "issue:43232", "issue:43408", + "issue:43452", "issue:43475", "issue:43576", + "issue:43723", "issue:43756", "issue:43784", "issue:43937", - "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -11506,266 +11527,272 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44442", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", "issue:44625", "issue:44704", "issue:44743", + "issue:44779", "issue:44829", "issue:44945", + "issue:44964", "issue:45200", "issue:45245", "issue:45278", "issue:45290", - "issue:45310", "issue:45593", - "issue:45600", - "issue:45753" + "issue:45600" ], "soft_pairs": [ - "issue:42886|issue:42994", - "issue:42831|issue:45310", - "issue:44263|issue:44373", "issue:42831|issue:44038", - "issue:43232|issue:45593", - "issue:43756|issue:44060", "issue:42757|issue:45278", - "issue:42831|issue:45753", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:43122|issue:44521", "issue:44117|issue:44704", - "issue:43232|issue:44743", + "issue:43232|issue:45593", "issue:30990|issue:33357", "issue:42371|issue:44263", "issue:44704|issue:45290", + "issue:43756|issue:44060", "issue:42907|issue:44945", "issue:43122|issue:44514", - "issue:43976|issue:44945", "issue:44295|issue:44297", "issue:43232|issue:45245", - "issue:39401|issue:44488", + "issue:43723|issue:44779", + "issue:43723|issue:44442", "issue:43408|issue:43475", "issue:43784|issue:45600", + "issue:43122|issue:44521", "issue:42907|issue:43937", "issue:41628|issue:45278", "issue:44261|issue:44373", "issue:44360|issue:44485", - "issue:39401|issue:44521", + "issue:43232|issue:44743", "issue:43116|issue:45200", "issue:44625|issue:44829", - "issue:29127|issue:30990" + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:42907|issue:43452", + "issue:44038|issue:44295" ], - "prepared_review_unit_hash": "62ac4993119e57a9d823013d127a85b6b1741ce920c15a6a1392508029e0f64f", + "prepared_review_unit_hash": "1b4135094e5be2f7fbf443fa65abc56b6a2c27c250093163bbe9cec01581ab1e", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36856, - "estimated_input_tokens": 9214, - "estimated_eval_tokens": 18684 + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated Transformers bugs around imports, tokenization, multimodal processors, generation, quantization, and model-specific regressions. None of the soft pairs appear to be the same underlying defect, so there is no strong duplicate group here.", - "confidence": 0.38, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set ('Many import errors after update from 4.57.0 to 5.5.0') and is the closest thing to a cluster representative, though the cluster is still too mixed to treat it as a true canonical duplicate.", + "summary": "The set is mostly a grab-bag of unrelated Transformers regressions. I don\u2019t see any soft pair that clearly shares the same concrete bug; most are only loosely similar by subsystem or by being v5 migration issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: a general post-upgrade import regression report that can subsume multiple specific missing-symbol failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative only because it captures a general v5 regression theme; it is not a strong canonical for the whole cluster since most other issues are model- or API-specific and unrelated.", + "best_issue_reason": "issue:45278 is the best representative issue because it is open-ended, centrally about import breakage after upgrading, and broader than the model-specific or one-off tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failures are different problems with different code paths." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy drift and Qwen3.5 from_pretrained failure are unrelated bugs." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "A torch.split return-value issue is not the same as a wrong docstring." - }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe bug are distinct model/runtime issues." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning do not describe the same defect." + "reason": "Different problems: FP8 accuracy regression vs a Qwen3-VL-Moe bug on v5." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade-wide import regression." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FP8 accuracy issues and an infinite loop on a specific image are not the same bug." + "reason": "One is a specific missing offline-mode import; the other is a broad import-error umbrella, not the same bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken env command and a NameError when importing sentence-transformers are separate failures." + "reason": "Broken CLI command vs import-time NameError in a dependency integration." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and decoder-type mismatch are unrelated tokenizer issues." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenization differences across versions and assistant mask generation for multimodal inputs are different problems." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer-path issues." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "A mapping-name None assumption bug and AutoProcessor kwargs forwarding are not the same code-path." + "reason": "Tokenizer mapping fallback bug vs cached_file kwargs forwarding bug; different code paths." }, { "left": "issue:43232", - "right": "issue:44743", + "right": "issue:45593", "accept": false, - "reason": "General generation kwarg updates and Qwen3.5 recurrent-state reset are distinct generation bugs." + "reason": "Generation kwargs sync issue vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-Transformers loading stall and a MacOS bus error on CLIP are different failures." + "reason": "Loading hang in sentence-transformers vs MacOS bus error in a CLIP model; not the same failure mode." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance and torch.split return values are unrelated." + "reason": "TF32 configuration change vs torch.split return handling in a model indexer." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor caching kwargs and chat-template crashes with tool calls are separate APIs and failure modes." + "reason": "Processor kwargs forwarding vs chat-template crash with tool-call assistant messages." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture/config bugs: RoPE layer dropping vs tied-weights warning." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are not the same issue." + "reason": "Saving dequantized models and pipeline-parallel output correctness are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Version-to-version tokenization drift and chat-template batching crashes are different bugs." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version support regression and pipeline-parallel output corruption are unrelated." + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a batched chat-template crash." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading a buffer-backed position_ids tensor and tokenizer_class mismatch on save are different tokenizer/model serialization issues." + "reason": "Reading registered position_ids buffers vs tokenizer_class metadata mismatch on save are different bugs." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "Generation kwargs handling and a category-count runtime limit are unrelated." + "reason": "Both are tokenizer regressions in v5, but one is load failure and the other is incorrect tokenization output; not clearly the same fix." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Qwen3 tokenizer offset mapping and failing to load a specific checkpoint are different issues." + "reason": "Generic AutoTokenizer load trouble and a specific FastSpeech2ConformerTokenizer load failure are too different without stronger evidence." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "A model-type warning and a missing attribute on Sam3VisionEncoderOutput are not the same defect." + "reason": "SAM 3 tracker type warning vs missing fpn_position_embeddings attribute in a vision encoder output." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Missing nn import in sentence-transformers and stale auto_mappings references are separate import/maintenance problems." + "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed SAM3LiteText configs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different apply_chat_template failures: changed tokenization output vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized model saving failure and invalid GenerationConfig are unrelated." + "reason": "Model save failure vs invalid GenerationConfig; unrelated issues." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Missing AutoImageProcessor import and a broad upgrade-wide import-error report are related only at a very high level, not the same bug." + "reason": "Specific AutoImageProcessor import failure is only one example of the broader import regressions, not the same concrete report." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A missing rms_norm_eps configuration and a wrong docstring are not the same bug." + "reason": "A precision/config bug in MLA q_a_layernorm vs a docstring issue for position_ids." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated." + "reason": "DSA indexer activation behavior vs GLM-5 RoPE implementation discussion are different bugs." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer save metadata mismatch; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Tokenizer offset mapping and assistant mask generation are different tokenizer/processor behaviors." + "reason": "Config propagation for num_labels vs training degeneration with flash_attention_3." + }, + { + "left": "issue:43122", + "right": "issue:44743", + "accept": false, + "reason": "Chat-template/tokenization change vs recurrent-state reset with cache and seq_len>1." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error messaging and Sentence Transformers loading are completely different issues." + "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading stall." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access issue." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation-state handling vs a runtime category-count limit error." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 token-type-id defaulting issue." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save/dequantization bug vs Phi-4 multimodal model loading failure." } ] }, @@ -11795,317 +11822,310 @@ "issue:36296", "issue:38617", "issue:39401", + "issue:42175", "issue:42222", "issue:42371", - "issue:42673", "issue:42757", + "issue:42831", "issue:42907", "issue:43064", "issue:43066", "issue:43116", "issue:43122", - "issue:43278", "issue:43441", - "issue:43452", "issue:43493", "issue:43673", "issue:43784", "issue:43824", "issue:43825", + "issue:43827", "issue:43874", "issue:43937", "issue:43976", "issue:43992", "issue:44038", "issue:44075", + "issue:44117", "issue:44222", - "issue:44295", - "issue:44297", "issue:44351", "issue:44485", + "issue:44488", + "issue:44521", "issue:44704", "issue:44779", "issue:44936", - "issue:44945", - "issue:44964", + "issue:44938", "issue:44977", - "issue:45072", "issue:45083", "issue:45216", "issue:45278", "issue:45446", "issue:45478", "issue:45563", + "issue:45588", "issue:45753" ], "soft_pairs": [ - "issue:43122|issue:44779", - "issue:42907|issue:44964", - "issue:44038|issue:44297", - "issue:42907|issue:43452", - "issue:44038|issue:44295", + "issue:39401|issue:44488", "issue:36296|issue:43116", "issue:43824|issue:44351", "issue:44038|issue:44222", "issue:43066|issue:44779", + "issue:39401|issue:44521", "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43278|issue:44945", "issue:43122|issue:44977", "issue:43992|issue:44704", - "issue:43493|issue:45753", "issue:42907|issue:44222", "issue:43784|issue:45446", - "issue:42673|issue:45072", - "issue:38617|issue:45278", - "issue:22355|issue:29127", "issue:43937|issue:44485", "issue:42222|issue:43441", - "issue:43064|issue:43673", - "issue:43116|issue:43493", - "issue:42371|issue:43874", "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:43493|issue:45753", + "issue:42831|issue:45753", "issue:44075|issue:44936", "issue:43116|issue:43825", "issue:44222|issue:45478", "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", "issue:45083|issue:45446", + "issue:42175|issue:44938", "issue:43937|issue:45563", "issue:33453|issue:39401", - "issue:39401|issue:44779" + "issue:39401|issue:44779", + "issue:38617|issue:45278", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446" ], - "prepared_review_unit_hash": "d079340d6fd74993fc1b68ba38daeea6ab934b515166292703aa96b3808123e7", + "prepared_review_unit_hash": "6099498b0467409cc1f74a4a13ddd3985f3d6da66ca9bbd7bf4b90951a90dd0d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37369, - "estimated_input_tokens": 9343, - "estimated_eval_tokens": 18942 + "soft_pair_count": 33, + "serialized_chars": 37030, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers regression/import/tokenizer issues with no true duplicate pairs among the soft candidates. The broadest representative is the open import-regression report, but it is not a true canonical duplicate for the rest.", + "summary": "The set is a loose mixture of Transformers v5 regression reports (tokenizers, imports, multimodal models, training, generation) with no clear duplicate pair that shares the same concrete bug. I would not merge any of the suggested soft pairs.", "confidence": 0.78, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella for the repeated import-regression reports, though the cluster overall is too mixed to have a single true canonical duplicate.", + "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella-like report: it captures multiple import failures after upgrading Transformers, which is the closest thing here to a reusable triage anchor. The rest are narrower, model-specific bugs or unrelated regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best overall representative because it spans the widest common theme here: version-related import failures after upgrading Transformers.", + "best_issue_reason": "Issue 45278 is the best overall representative because it is the most general and could subsume a subset of the import-error regressions, while the other issues are too specific to serve as a canonical umbrella.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; no evidence of the same concrete bug." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "One is about saving dequantized models, the other about loading a multimodal model; different code paths." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe loading failure and tokenizer_config metadata mismatch are distinct issues." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save issues and gguf AutoTokenizer/AutoModel loading failures are unrelated." - }, - { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "A model-specific loading bug and a position_ids buffer access bug are not the same defect." + "reason": "Both involve tokenizers, but they describe different models and different failures: wrong offset mapping vs model loading failure. Not the same bug." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training failure and empty multi-label classification outputs are unrelated." + "reason": "Unrelated areas: tensor-parallel training vs example-script classification output. No shared code-path bug." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols from different modules." + "reason": "Both are import errors, but for different missing symbols in different paths. Too generic to treat as the same defect." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a model load bug and the other is an FP8 save_pretrained bug." + "reason": "Different concrete problems: Qwen3-VL-Moe runtime issue vs FP8 save_pretrained behavior. Same broad model family is not enough." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Tokenizer decoder-type mismatch and Deepseek tokenization regression are different concrete failures." + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared root cause." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct bugs." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "save_pretrained checkpoint corruption and from_pretrained loading errors are separate directions with different symptoms." + "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure. Not mergeable as one PR." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; only the generic class of error matches." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Embedding dtype drift in evaluate and wrong outputs under pipeline parallelism are not the same bug." + "reason": "Different missing imports from different packages/modules; only the symptom is similar." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression and flash-attention generation failure are unrelated." + "reason": "Tokenizer behavior regression vs flash-attention generation failure. Different subsystems and different failure modes." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in one encoder and kwargs not forwarded in AutoProcessor are different code-path issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Implementation discrepancy for SigLIP2 and infinite-loop generation on one image are not duplicates." + "reason": "Both use from_pretrained, but one loses a weight key and the other drops kwargs to cached_file. Different code paths." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve save_pretrained, but they target different models and formats with different failures." + "reason": "Both touch saving quantized models, but one is dequantized Ministral/Devstral and the other is FP8 MoE. Not the same underlying bug." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and a flex_attention version-check bug are unrelated." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leakage in dataloader threads and dtype mismatches in bfloat16 inference are different problems." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "A specific missing import and a broad import-error roundup overlap only loosely; not the same underlying bug." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "ONNX module import failure and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Import-time failures in unrelated libraries and paths; no common concrete regression." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are distinct issues." + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues in different parts of the stack." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "vitpose breakage and Ministral-3 FlashAttention failure are unrelated model-specific bugs." + "reason": "Different models and different failure types: vitpose model breakage vs Ministral-3 flash-attention failure." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Optimizer-state corruption in training and missing GenerationMixin cache in chunked prefill are different code paths." + "reason": "Both mention version checks, but one is Python compatibility and the other is a PyTorch import guard. Different bugs." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Classification-script empty results and SigLIP2 implementation mismatch are unrelated." + "reason": "TF32 configuration guidance and a multimodal image patch helper AttributeError are unrelated." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "TF32 behavior settings and a missing image-patch-count method are not the same defect." + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3.5 infinite-loop generation on a specific image." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Python compatibility/version support and an incorrect PyTorch version check are different issues." + "reason": "FP8 accuracy concerns and Qwen3.5 image-specific generation loop are not the same defect." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Ignored SGD arguments and trainer.train()/evaluate() lifecycle failure are unrelated." + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train() are distinct training bugs." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label outputs and a misleading pipeline translation-task error message are different bugs." + "reason": "Example script classification output and pipeline documentation/error-message behavior are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both are MoE-related, but one is save_pretrained FP8 and the other is from_pretrained loading; not mergeable as one fix." + "reason": "Same broad Qwen3.5/MoE area, but one is save_pretrained for FP8 and the other is from_pretrained loading. Different concrete problems." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different API paths; not the same concrete bug." + "reason": "Different model variants and different actions: Qwen3-VL-Moe vs Qwen3.5 MoE loading." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption under FSDP2/PEFT vs generation cache missing during chunked_prefill are separate issues." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "qwen3_omni_moe length-helper behavior and a flex_attention import/version-check issue are unrelated." + "reason": "A model-specific feature-extraction helper bug and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package extras/backend dependency issue vs Python 3.14 load failure; no shared root cause." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate are different behaviors." + "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation-layer bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset mapping; different defects." + "reason": "Both are tokenizer regressions, but one is loading regression and the other is incorrect offset mapping. Not the same bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Different models and different tokenizer failure modes; no shared underlying bug is evident." + "reason": "Tokenizer regressions for different models with different symptoms; no evidence they share one fix." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import and a broad report of many import errors are not the same concrete issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash-attention crash on sink-less models are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and a layoutlmv3 error-message clarity issue are completely different." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Outdated docs referencing pipeline() and a flex_attention import/version-check bug are unrelated." } ] }, @@ -12135,21 +12155,18 @@ "issue:42175", "issue:42222", "issue:42371", - "issue:42617", "issue:42673", - "issue:42831", "issue:43012", "issue:43066", + "issue:43097", "issue:43122", + "issue:43381", "issue:43408", "issue:43421", "issue:43450", "issue:43577", - "issue:43582", - "issue:43673", "issue:43742", - "issue:43827", - "issue:43906", + "issue:43874", "issue:43937", "issue:43986", "issue:44075", @@ -12160,264 +12177,252 @@ "issue:44410", "issue:44483", "issue:44484", + "issue:44493", "issue:44496", "issue:44829", - "issue:44933", + "issue:44945", + "issue:44964", "issue:44977", "issue:45071", + "issue:45072", "issue:45081", "issue:45216", "issue:45278", "issue:45310", - "issue:45341", "issue:45405", "issue:45446", + "issue:45459", "issue:45464", + "issue:45478", "issue:45542", - "issue:45561", - "issue:45588", "issue:45656" ], "soft_pairs": [ - "issue:44117|issue:45588", - "issue:43827|issue:45446", + "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:43450|issue:43986", - "issue:44291|issue:45071", - "issue:42673|issue:43906", "issue:45405|issue:45446", - "issue:45341|issue:45561", "issue:39401|issue:43421", "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:38617|issue:41628", "issue:44829|issue:45216", - "issue:43408|issue:43742", "issue:42222|issue:45542", + "issue:43408|issue:43742", "issue:44410|issue:45310", + "issue:44291|issue:45071", "issue:42175|issue:42222", - "issue:42673|issue:43582", "issue:44484|issue:45310", - "issue:42371|issue:44261", - "issue:42673|issue:43577", "issue:43937|issue:44496", - "issue:38617|issue:44220", - "issue:42617|issue:45341", - "issue:44933|issue:45278", "issue:44483|issue:45464", "issue:44075|issue:45656", "issue:43066|issue:43122", - "issue:42371|issue:42831", + "issue:44964|issue:45278", "issue:43012|issue:43577", - "issue:43673|issue:45341" + "issue:38617|issue:44220", + "issue:42371|issue:44261", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44484|issue:45478", + "issue:43874|issue:44261" ], - "prepared_review_unit_hash": "d2b66a3f4451818dfceb613bc68e499156b4c336bf6ceec0bd93949d0aa8db42", + "prepared_review_unit_hash": "f56ab7cd006d8c0f1a0eaef5cc37f17586e05c2837ac26667a0a71051913365d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36482, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35455, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates are mostly unrelated closed issues with only superficial lexical overlap; none of the soft pairs looks like the same concrete bug/change, so I reject all pairings. The closest umbrella topic is the open import-regression report, but it still does not duplicate the specific import-error tickets here.", - "confidence": 0.8, - "canonical_issue_reason": "issue:45278 is the broadest tracking-style issue in the set: it summarizes multiple import regressions after upgrading from 4.57.0 to 5.5.0 and is the most plausible umbrella representative.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. I did not find any soft pair that looks like the same underlying issue, so all candidate edges are rejected. The broadest umbrella report here is the general post-upgrade import-error issue.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest regression report in the set, covering multiple import failures after upgrading Transformers, so it is the best umbrella issue target among these loosely related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is general enough to subsume several of the import-related reports, while the others are narrower point bugs.", + "best_issue_reason": "issue:45278 is the most general and reusable duplicate target for the cluster\u2019s upgrade/import-regression theme; the others are narrower model- or subsystem-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:45588", - "accept": false, - "reason": "Different failure modes: tokenizer mapping None vs flash-attention s_aux=None crash in integration code." - }, - { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Docs mentioning removed pipelines is unrelated to the flex_attention PyTorch version-check bug." + "reason": "Different bugs: checkpointing/eval-mode behavior vs pipeline-parallel generation correctness." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "One is GenerationConfig validation, the other is Qwen3.5 flash-attention generation behavior; not the same bug." + "reason": "Both are Qwen-related, but one is invalid GenerationConfig loading and the other is flash-attention generation output; not the same code path." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape output vs AutoProcessor import crash without torchvision are distinct issues." - }, - { - "left": "issue:44291", - "right": "issue:45071", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig type-checking are separate compatibility problems." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "VRAM leak across dataloader threads is not the same as an isolated reproduction of a different issue." + "reason": "Video processor batching shape bug vs AutoProcessor missing torchvision dependency crash." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and flex_attention import-version gating are unrelated." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A testing_utils bug and an xdist race in captured_info.txt are different code paths and failure causes." + "reason": "Unrelated dependency/version issues: PEFT minimum version bump vs PyTorch version gating for flex_attention." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Tokenizer offset_mapping correctness is separate from runtime special-token/post-processor update behavior." + "reason": "Tokenizer offset mapping bug vs runtime special-token post-processor update bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping returning None and the Mistral regex backend_tokenizer AttributeError are not the same defect." + "reason": "Tokenizer mapping lookup failure vs Mistral regex patch/backend_tokenizer crash; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3 dataloader threads vs dtype mismatch in inference; no shared underlying bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different modules; they do not share a concrete code-path fix." + "reason": "Both are import errors, but they involve different missing symbols and different fixes." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained regression are unrelated model-behavior bugs." + "reason": "Flash-attention training degradation vs Qwen3.5 save_pretrained regression; unrelated behaviors." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "A model-type warning for sam3_tracker/sam3_video is not the same as a key error when loading MobileLLM." + "reason": "Vitpose model breakage vs TensorFlow/tensorboard backend installation issue; different subsystems." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Broken vitpose models and an undefined TensorFlow backend when only tensorboard is installed are different problems." + "reason": "Model-type warning for sam3_video/sam3_tracker vs MobileLLM loading KeyError; not the same issue." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next and a Qwen3.5 Moe from_pretrained error are distinct model-loading issues." + "reason": "Different Qwen families and different symptoms: missing projections vs from_pretrained error." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Missing TensorFlow in the torch extra and broken vitpose models are unrelated." + "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression; both version-related but distinct bugs." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "A dataloader-thread VRAM leak is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Package/backend install mismatch vs broken VitPose models; no duplicate evidence." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A question about max_shard_size defaults is not the same concrete bug as the Qwen3.5 Moe from_pretrained failure." + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading failure; unrelated." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "TF32 API-setting guidance and MLA rms_norm_eps precision issues are unrelated." + "reason": "Invalid GenerationConfig vs unrecognized model_type/config.json problem; different loading failures." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "VRAM leakage and Blip2 dtype remaining float32 are different code paths and symptoms." + "reason": "Both touch chat/completions, but one is a broad v5.3 acceptance issue and the other is a Qwen3.5 streaming inference failure." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "GenerationConfig invalidation and unrecognized model/model_type loading are separate loader validation failures." + "reason": "SGD argument handling vs deepspeed double optimizer step; different optimizer bugs." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A missing import from configuration_utils is unrelated to _torch_extract_fbank_features()." + "reason": "Tokenizer decoder type mismatch vs changed tokenization output across versions; related area, but not clearly the same bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Failure to run 3d_parallel.py and a testing_utils bug are not the same underlying issue." + "reason": "Specific Phi-4 multimodal load failure vs broad import-error regression report; not the same concrete problem." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A specific missing import from image_utils is not the same concrete bug as a broad umbrella of import errors after upgrade." + "reason": "Precision warning during compilation vs BLIP2 dtype staying float32 on load; different dtype-related symptoms." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Generic chat/completions request rejection and a Qwen3.5-0.8B streaming inference failure are not the same defect." + "reason": "Missing import symbol vs audio feature extraction issue; unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "SGD arguments being ignored and optimizer.step() being called twice under deepspeed are different optimizer bugs." + "reason": "TF32 settings API guidance vs missing rms_norm_eps precision issue; not the same bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "Wrong decoder type in v5 and changed tokenization between versions are related only broadly; not a single concrete bug." + "reason": "Vitpose model failures vs protobuf-hidden tokenizer errors; unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "TF32 behavior warnings and FineGrainedFP8 accuracy problems are distinct precision-related issues." + "reason": "Different Qwen3.5-related loading bugs; one is projection structure, the other is from_pretrained MoE error." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation and Blip2 dtype not propagating are different dtype issues." + "reason": "Removed config field warning vs unexpected position-id keys in many models; distinct regression symptoms." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill and a testing_utils bug do not share the same code path." + "reason": "Image-patch counting AttributeError vs MLA layernorm epsilon precision error; different model/components." } ] }, @@ -12443,8 +12448,10 @@ "nodes": [ "issue:38617", "issue:41628", - "issue:42222", + "issue:42371", + "issue:42673", "issue:42757", + "issue:42831", "issue:43012", "issue:43064", "issue:43066", @@ -12454,8 +12461,7 @@ "issue:43441", "issue:43452", "issue:43502", - "issue:43531", - "issue:43824", + "issue:43577", "issue:43873", "issue:43874", "issue:43906", @@ -12472,320 +12478,291 @@ "issue:44351", "issue:44368", "issue:44410", + "issue:44464", "issue:44484", "issue:44485", - "issue:44493", "issue:44704", "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", "issue:44987", - "issue:45003", "issue:45071", "issue:45103", "issue:45245", "issue:45341", - "issue:45372", "issue:45375", - "issue:45459", - "issue:45478", "issue:45542", "issue:45588" ], "soft_pairs": [ - "issue:42222|issue:45459", - "issue:44410|issue:45478", - "issue:43097|issue:44493", - "issue:44484|issue:45478", - "issue:43874|issue:44261", "issue:44263|issue:44485", "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:43931|issue:44410", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", "issue:43986|issue:44484", - "issue:45003|issue:45341", "issue:44117|issue:44987", "issue:43097|issue:43452", - "issue:43986|issue:45341", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43408|issue:44368", + "issue:43976|issue:44945", "issue:43874|issue:44263", - "issue:43986|issue:45372", - "issue:43531|issue:45341", - "issue:43976|issue:45071", "issue:44829|issue:45245", - "issue:44261|issue:44485", "issue:38617|issue:42757", "issue:43064|issue:44315", + "issue:44464|issue:45071", "issue:44410|issue:45375", "issue:44062|issue:44117", "issue:43097|issue:45588", "issue:38617|issue:44351", + "issue:42673|issue:43577", "issue:44704|issue:45103", "issue:44038|issue:44410", + "issue:43931|issue:44410", "issue:43986|issue:44117", + "issue:44261|issue:44485", + "issue:44964|issue:45341", "issue:43502|issue:43992", "issue:43097|issue:43873", - "issue:43824|issue:43986", "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "306082c946f0dae028a391fd24e69da0b373af4e410c6715de88daa17f023fdc", + "prepared_review_unit_hash": "e85e910aa4c6a44f7f8e211f3a0fb97924bcc5d7cd8f911b7636bb40445342c5", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39082, - "estimated_input_tokens": 9771, - "estimated_eval_tokens": 19798 + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose collection of Transformers issues around v5 regressions, model-loading failures, and unrelated warnings; I do not see any true duplicate pairs in the provided soft edges.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 43097 is the clearest representative of the broad v5-breaking-change theme: it is concrete, user-facing, and has inbound references, while most other issues are narrower model-specific bugs or unrelated import/type warnings.", + "summary": "This cluster is heterogeneous: mostly unrelated Transformers regressions, import errors, and model-specific bugs across different subsystems. I do not see any strong duplicate pairs, so no soft edges are accepted; issue 43873 is the most central/open report in the set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43873 is the best hub-like issue here: it is open, has the most inbound references, and has substantial discussion, even though the cluster itself is not a tight duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43097 is the strongest overall issue to keep as the cluster representative because it captures a clear core API regression with wider impact than the more specialized reports.", + "best_issue_reason": "issue:43873 is the strongest representative of the cluster by activity and external references, making it the best single issue to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42222", - "right": "issue:45459", - "accept": false, - "reason": "Different failures: vitpose model breakage vs tokenizer/protobuf error." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen-related, but one is missing projections in qwen3next and the other is a Qwen3.5 MoE from_pretrained load failure." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Different bugs: removed config attribute vs unexpected position-id key warning." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained shard-size question is unrelated to a Qwen3.5 MoE loading error." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Unrelated code paths: missing image patch method vs MLA RMS norm epsilon precision issue." - }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return-value issue in GLM MoE indexer vs RoPE implementation bug." + "reason": "Different bugs: one is a torch.split return-value issue in GlmMoeDsaIndexer; the other is a GLM-5 RoPE implementation question." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both mention warnings, but they are different model/compiler warning paths with no shared bug." + "reason": "Both mention warnings, but the code paths differ: bfloat16 compile warning vs sam3_video/sam3_tracker model-type warning." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Different failures: Ministral FlashAttention crash vs degenerate training with flash_attention_3." + "reason": "Both involve flash attention, but one is a Ministral-3 load failure and the other is degenerate training with flash_attention_3; not the same concrete bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor is not the same as a PretrainedConfig type-checking regression." + "reason": "ImportError for AutoImageProcessor is unrelated to the PretrainedConfig type-checking regression." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking breakage and undefined tf backend error are unrelated." + "reason": "Type-checking breakage and TensorFlow-backend import confusion are different issues." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Both are Qwen family loading issues, but they affect different models and different concrete failures." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM loading is distinct from flash-attention generation failure on Qwen3.5." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to the save_pretrained shard-size discussion." + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are separate numerical-policy bugs." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a concrete VRAM leak; the other is only a reproduction of a different upstream issue, with no shared bug path shown." + }, + { + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the testing_utils bug." + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard sizing." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to the physical-intelligence/fast loading failure." + "reason": "Both are tokenizer-loading failures, but the specific failures and triggers are different and not clearly the same code path." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings behavior is not the same as gguf_file breaking tokenizer/model loading." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." + "reason": "Removed config option in v5 is not the same as gguf_file breaking tokenizer/model loading." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but they are distinct model variants with different loading problems." + "reason": "Both mention Qwen3-VL, but they describe different model variants and different loading failures." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Different warnings on different models and settings; not the same underlying issue." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Missing image-patch helper and torch.split return handling are different bugs." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig typing regression." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Torchvision absence crash is unrelated to the mistral_common ReasoningEffort import error." + "reason": "Different warnings with different causes: model-type mismatch vs tie_word_embeddings guidance." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils issue." + "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." }, { - "left": "issue:43976", - "right": "issue:45071", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Python-version compatibility problem is not the same as a config type-check regression." + "reason": "AttributeError in multimodal token counting is unrelated to the torch.split return-value issue." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Degenerate training with flash_attention_3 and category-count overflow are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to GLM-5 RoPE implementation." + "reason": "Flash-attention training degeneration and category-cardinality RuntimeError are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different modules." + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "FSDP2/PEFT optimizer-state corruption is a different problem from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is unrelated to the v5 type-checking issue." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen vision config bugs: missing projections vs missing deepstack_visual_indexes field." + "reason": "A missing projection in qwen3next is not the same as a missing config field in Qwen3_5MoeVisionConfig." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer AddedToken argument collision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings support is unrelated to the flash_attention s_aux=None crash." + "reason": "Removed tie_embeddings_and_encoder_decoder config and flash_attention s_aux handling are unrelated." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing exports and different code paths." + "reason": "Both are import errors from transformers, but the missing exported symbols are different and do not indicate the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak under threaded loading is unrelated to dtype propagation in Blip2/QFormer." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to the auto_docstring annotations crash." + "reason": "Kwarg forwarding to cached_file and the auto_docstring future-annotations crash are different subsystems." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both involve Qwen variants, but the concrete bugs and affected components differ." + "reason": "Both involve Qwen-family models, but one is a model-loading bug and the other is a missing layer-projection bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants with different failure modes; not the same underlying issue." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision failure is unrelated to tokenizer mapping None handling." + "reason": "Torchvision-dependent AutoProcessor loading and tokenizer-mapping None are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision error is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model-loading failure and a testing_utils bug are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only network leakage is unrelated to missing embed_tokens.weight in UMT5Encoder." + "reason": "Unexpected API requests with local_files_only and missing embed_tokens.weight are different loading issues." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Config removal and offloading/quantization behavior are different issues." - }, - { - "left": "issue:43824", - "right": "issue:43986", - "accept": false, - "reason": "Missing Qwen2.5_VLForConditionalGeneration import is unrelated to the torchvision-less AutoProcessor crash." + "reason": "A removed config option and a quantization/offloading issue do not describe the same bug." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is unrelated to the isolated reproduction of issue 38071." + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of a different upstream issue." } ] }, @@ -12812,6 +12789,7 @@ "issue:36010", "issue:36683", "issue:38617", + "issue:42617", "issue:42757", "issue:42886", "issue:42907", @@ -12827,325 +12805,311 @@ "issue:43475", "issue:43502", "issue:43526", + "issue:43531", "issue:43550", - "issue:43582", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", "issue:43825", "issue:43867", "issue:43901", "issue:43937", - "issue:43976", + "issue:43986", "issue:43992", "issue:44038", - "issue:44077", "issue:44220", "issue:44230", "issue:44368", "issue:44380", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", "issue:44655", "issue:44683", "issue:45216", "issue:45290", + "issue:45341", + "issue:45372", "issue:45381", - "issue:45479", + "issue:45561", + "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", "issue:43097|issue:43901", "issue:43825|issue:44655", - "issue:43352|issue:44380", + "issue:42617|issue:45341", "issue:43992|issue:44484", - "issue:43012|issue:44368", + "issue:45341|issue:45588", "issue:42886|issue:43381", - "issue:43012|issue:43550", + "issue:43012|issue:44368", "issue:43208|issue:43550", + "issue:43012|issue:43550", "issue:42907|issue:45753", - "issue:44380|issue:45479", + "issue:43531|issue:45341", "issue:42907|issue:44655", - "issue:43352|issue:43976", - "issue:43064|issue:44380", - "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:43761", - "issue:43618|issue:44380", "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:43618|issue:43761", "issue:44483|issue:45290", "issue:44038|issue:44230", + "issue:43064|issue:44380", "issue:43299|issue:43867", "issue:38617|issue:43502", "issue:44483|issue:45381", - "issue:43756|issue:44485", "issue:43901|issue:44655", - "issue:43299|issue:45753", "issue:36683|issue:43475", "issue:43867|issue:45216", "issue:43352|issue:43937", "issue:42994|issue:44655", - "issue:44077|issue:44380", "issue:43066|issue:45381", - "issue:36683|issue:44077", "issue:36010|issue:42757", "issue:44220|issue:44655" ], - "prepared_review_unit_hash": "7bf07544d8ff79df8fbc396bde8ea9516a6119e6ede37d5716db139263476e6c", + "prepared_review_unit_hash": "ae5697c208f393429af7d1db30336728cad3a27d94a4526560fe98aa84a8dc4d", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37951, - "estimated_input_tokens": 9488, - "estimated_eval_tokens": 19232 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers v5 regressions, import errors, model-specific load/save bugs, and docs/behavior mismatches. There is no real duplicate group here, so all soft links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a true canonical duplicate for this mixed cluster; issue 44483 is the least-bad representative because it is a broad, user-facing v5 API regression.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly centered on import/load regressions, saving/loading behavior, and model-specific bugs. None of the soft-edge pairs look like true duplicates of the same underlying bug/change, so they should all stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45372 is a recent, well-scoped, concrete processor-loading import failure with clear impact and discussion; it is the best single representative if one issue must anchor this cluster, though it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44483 is the best cluster representative because it affects a core public endpoint and has broader impact than the more model-specific or doc-only items.", + "best_issue_reason": "Issue 45372 is the clearest standalone bug report in the set: specific reproduction domain, explicit failure mode, and active discussion, making it the strongest triage candidate for the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading crashes, but they involve different missing symbols and different code paths (AutoProcessor/torchvision vs Gemma 4 processor loading/mistral_common)." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different failure modes: video model loading through AutoProcessor versus chat template crashing on assistant tool-call messages." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a generic bug report and the other is a pytest-xdist race on captured_info.txt; not the same concrete defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "One is an AutoProcessor import crash; the other is an unspecified small bug in testing_utils.py. Too little evidence of a shared underlying bug." + }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "Removed embedding-tie API vs a docs/behavior mismatch for text classification; unrelated problems." + "reason": "Both touch API changes/docs, but one is a removed config flag and the other is a docs/behavior mismatch for TextClassificationPipeline; not the same issue." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation-task messaging vs pipeline save_pretrained persistence; different code paths and failures." + "reason": "Different pipeline problems: misleading translation support messaging versus inability to save Pipeline objects." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Nemotron flash-attn support gate vs GPT2 attention scaling under SDPA/FlashAttention; different models and bugs." + "reason": "Unrelated: 3d_parallel.py runtime failure versus a testing_utils bug report." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weight in load path vs default shard size choice in save_pretrained; not the same defect." + "reason": "Different model/save/load issues: missing embed_tokens.weight in UMT5Encoder versus a /v1/chat/completions request rejection." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "PyTorch precision warning during compile vs tie_word_embeddings warning from config handling; only superficially similar." + "reason": "Testing utils bug versus flash_attention crash on sink-less models; no shared underlying defect." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading regression vs gradient checkpointing eval-mode restriction; unrelated behavior." + "reason": "Offline cache loading failure versus gradient checkpointing in eval mode; unrelated code paths." }, { "left": "issue:43012", - "right": "issue:43550", + "right": "issue:44368", "accept": false, - "reason": "bfloat16 compile warning vs Bamba torch.compile SDPA failure; different symptom and root cause." + "reason": "Both are warnings, but they concern different model/config combinations and different causes." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba compile/SDPA failure; distinct models and issues." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Saving dequantized models vs image-specific infinite-loop generation; no shared underlying bug." + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are distinct model-specific problems." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Attention scaling ignored in attention backends vs zero-loss sequence classification bug; unrelated subsystems." + "reason": "A PyTorch precision warning is not the same bug as a compile-time SDPA failure." }, { "left": "issue:42907", - "right": "issue:44655", - "accept": false, - "reason": "Quantized/dequantized model save failure vs saving Pipeline objects; both involve saving but not the same bug." - }, - { - "left": "issue:43352", - "right": "issue:43976", + "right": "issue:45753", "accept": false, - "reason": "Model-specific flash-attn support vs Python 3.9/3.10 compatibility break; different failure domains." + "reason": "Saving dequantized models and an infinite-loop inference bug are unrelated." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "FSDP2 optimizer-state mismatch vs GPT2 attention scaling; completely different training vs attention logic." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are different subsystems and symptoms." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated errors." + "reason": "Model quantization saving versus Pipeline.save_pretrained are different save paths and failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction bug; different components and symptoms." + "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior; no common bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "v1 chat/completions request rejection vs batched chat-template crash; both chat-related but not the same concrete bug." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "CLIP attentions assignment regression vs CLIPVisionModel hidden_states regression; related area but different outputs and code paths." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP output regression vs GPT2 attention scaling; no meaningful overlap beyond model internals." + "reason": "Chat/completions request handling and Qwen2_5_VLProcessor batching crash are different endpoints and failures." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Compile precision warning vs flex_attention failure on newer torch; different failure modes." + "reason": "A warning about bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing hub helper import vs missing Transformers model import; both import errors but distinct symbols and fixes." + "reason": "Both are import errors, but for different symbols in different packages; not the same underlying issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; separate defects." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat/completions endpoint rejection vs assistant tool-call chat-template crash; different APIs and failure points." + "reason": "Different chat-related failures: request acceptance versus chat template handling with tool calls." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs fp8 support request; one is a regression, the other is capability support." + "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support request/issue. Not the same concrete change." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading break vs sorted-state_dict load error; both loading-related but not the same issue." + "reason": "Qwen3VL-Moe loading regression and state_dict sorting load error are different load-time bugs." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils import vs local_files_only still making network requests; unrelated import vs I/O behavior." + "reason": "ImportError from configuration_utils and unintended API requests despite local_files_only are unrelated." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Chat/completions request rejection vs Qwen2.5-VL video vision_position_ids bug; different endpoints and model logic." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch vs GLM-5 RoPE implementation discussion; related topic but not the same concrete bug." + "reason": "Chat/completions request rejection versus Qwen2.5-VL video input position-id bug; different paths." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mention stale flag vs inability to save Pipeline objects; unrelated." - }, - { - "left": "issue:43299", - "right": "issue:45753", - "accept": false, - "reason": "Qwen3VL-Moe loading regression vs infinite-loop generation on a specific image; distinct symptoms." + "reason": "Docs/behavior mismatch for return_all_scores versus inability to save Pipeline objects; separate problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3 config attribute missing vs SAM3 vision encoder output attribute missing; both missing attributes but different models and fields." + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are distinct attribute errors." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "General load-model error with sorted state_dict vs Qwen3.5 save_pretrained checkpoint corruption; different save/load sides." + "reason": "Both concern loading/saving checkpoints, but one is sorted state_dict loading and the other is a Qwen3.5 save_pretrained regression; not the same bug." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-attention support error vs invalid GenerationConfig for GLM-5; unrelated model/config issues." + "reason": "Nemotron Flash Attention 2.0 support and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure vs Pipeline save_pretrained failure; both saving-related but not the same bug." - }, - { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "patchtsmixer post_init validation vs GPT2 attention scaling backend bug; unrelated." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save flows." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Wrong decoder type in v5 tokenizer handling vs video vision_position_ids bug; different components." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Gemma3 config missing vocab_size vs patchtsmixer post_init policy; no shared underlying issue." + "reason": "Tokenizer decoder type regression and Qwen2.5-VL video vision_position_ids bug are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Missing GenerationMixin import vs missing is_offline_mode import; both import errors but different modules and fixes." + "reason": "Both are import errors, but for different modules/symbols and different fixes." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio fbank extraction bug vs Pipeline save_pretrained bug; unrelated code paths." + "reason": "Feature-extraction bug and Pipeline.save_pretrained failure are not the same underlying issue." } ] }, @@ -13175,22 +13139,23 @@ "issue:36683", "issue:41669", "issue:42890", - "issue:43010", "issue:43064", + "issue:43097", + "issue:43299", "issue:43352", - "issue:43502", + "issue:43441", "issue:43525", "issue:43575", "issue:43618", - "issue:43723", + "issue:43756", "issue:43867", - "issue:43931", + "issue:43881", + "issue:43901", + "issue:43906", "issue:43976", "issue:43992", - "issue:44062", "issue:44077", - "issue:44112", - "issue:44188", + "issue:44117", "issue:44242", "issue:44246", "issue:44263", @@ -13198,297 +13163,321 @@ "issue:44360", "issue:44380", "issue:44484", + "issue:44485", "issue:44492", - "issue:44556", + "issue:44655", "issue:44855", "issue:44857", "issue:44938", "issue:44964", - "issue:45071", + "issue:44977", "issue:45216", - "issue:45278", "issue:45310", "issue:45357", "issue:45375", - "issue:45381", "issue:45440", "issue:45478", + "issue:45479", "issue:45561", "issue:45588", - "issue:45593", - "issue:45600" + "issue:45753" ], "soft_pairs": [ "issue:44263|issue:45440", - "issue:43976|issue:44938", + "issue:43756|issue:44485", "issue:36683|issue:43525", - "issue:43352|issue:45593", - "issue:43064|issue:44492", - "issue:44188|issue:44380", "issue:43618|issue:45216", + "issue:43906|issue:45753", "issue:36683|issue:44242", - "issue:43352|issue:43931", - "issue:43010|issue:45278", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", "issue:41669|issue:44246", + "issue:43441|issue:44380", "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", "issue:43867|issue:45375", - "issue:36683|issue:43064", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", "issue:44355|issue:44855", + "issue:36683|issue:44117", "issue:42890|issue:45561", - "issue:44938|issue:45071", + "issue:43097|issue:43352", "issue:43867|issue:45357", + "issue:43976|issue:44938", "issue:43992|issue:45478", - "issue:43010|issue:43976", - "issue:44938|issue:45381", - "issue:43618|issue:44077", "issue:44360|issue:45440", + "issue:43064|issue:44655", "issue:36296|issue:43575", + "issue:44077|issue:44380", "issue:43618|issue:44857", "issue:43618|issue:45588", "issue:43867|issue:44484", "issue:28282|issue:33453", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43723|issue:44556" + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:44655|issue:44938", + "issue:42890|issue:44964" ], - "prepared_review_unit_hash": "4d35b1c31327a139888132bf4056ee5bb95888904a531de3476e081144c9919b", + "prepared_review_unit_hash": "7debdb27f74f401fe4a1e5c1d252f3e12744cc44e42a04b358e79ff57dd9e836", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37242, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 37, + "serialized_chars": 38409, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated model, config, training, and test failures. The only clear duplicate-like soft edge is import-time slowness around transformers imports; most other pairs are too model- or code-path-specific to merge.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it describes upgrade-related import/load regressions affecting multiple models, making it the best anchor for the import-regression subset of this cluster.", + "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers regressions that only share superficial wording around loading, configs, attention backends, or tests. I do not see any soft pair that looks like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; among the small set of near-overlaps, issue 36683 is the closest anchor because it is the most discussed and sits in the recurring \"missing config/tokenizer attribute during model loading\" theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best issue to keep as the cluster representative because it is the most general user-facing regression report and can subsume nearby import/loading failures better than the narrower model-specific bugs.", + "best_issue_reason": "Issue 36683 is the best single issue to stand in for this cluster if one must be chosen: it is concrete, high-signal, and closest to the repeated model/config-loading regression pattern, even though the rest of the cluster is too heterogeneous to be a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different problems in different components: DSA indexer behavior vs DeepSeekV3 MoE divergence." + "reason": "Different bugs: a torch.split indexing issue in GlmMoeDsaIndexer vs a DeepseekV3MoE divergence from remote implementation." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific RoPE problems; Smollm3 layer dropping is not the same as GLM-5 RoPE implementation questions." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but they are different attributes on different models (vocab_size vs pad_token_id), so not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated code paths: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint contents." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is an isolated repro of an earlier issue; the other is a Qwen3_5 image-specific infinite loop. No clear shared underlying defect." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attr during loading vs missing load-balancing loss when output_router_logits=False; different functionality." + }, + { + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Both mention Python-version issues, but one is a v5.1.0 compatibility problem and the other is a Python 3.14 load failure; no same code path." + "reason": "Both are loading failures, but they affect different models and symptoms; not the same concrete regression." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Different missing config attributes on different models; same general symptom, not the same bug." + "reason": "Different Qwen3.5-family failures: Qwen3VL MoE loading breakage vs an image-triggered infinite loop." }, { "left": "issue:43352", - "right": "issue:45593", + "right": "issue:43976", "accept": false, - "reason": "Unrelated model-specific bugs: FlashAttention support gating vs D-FINE auxiliary loss behavior." + "reason": "FlashAttention support error vs Python version compatibility/load failure; unrelated causes." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Training/FSDP optimizer-state bug is unrelated to a cache-strategy typo." + "reason": "Removing import * for import-time performance is not the same as a report that import sometimes takes long." }, { - "left": "issue:44188", + "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both are attention-related, but they affect different mechanisms and code paths." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP attentions assignment regression and Qwen3.5 save_pretrained checkpoint regression are different issues." + "reason": "Both involve attention backends, but one is a model support failure and the other is ignored GPT2 scaling config; different bugs." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different failures: missing Gemma3Config field vs MoE load-balancing loss omission." + "reason": "UMT5Encoder missing embed_tokens.weight is a different loading bug from Qwen3.5 MoE from_pretrained failing." }, { "left": "issue:43352", - "right": "issue:43931", + "right": "issue:44380", "accept": false, - "reason": "Different models and failures: FA2 support check vs Qwen3-VL weight-shape mismatch." + "reason": "Nemotron FlashAttention support failure and GPT2 SDPA/FlashAttention scaling misbehavior are not the same defect." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "No overlap in code path: no_grad cache update vs broad import errors after upgrading." + "reason": "Attention scaling config ignored is unrelated to degenerate zero-loss classification behavior." }, { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "Both describe import-time slowdown in transformers; 41669\u2019s import * regression plausibly explains the intermittent slow import reported in 44246." + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both mention model loading, but one is a sorted-state_dict load error and the other is a missing vision config field." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different models and different loading paths." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Generic state_dict ordering error vs missing Qwen3.5 vision config field; not the same defect." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different problems." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Completely different areas: config attribute access vs distributed training optimizer state handling." + "reason": "Different models and failures: Nemotron FlashAttention 2.0 unsupported vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Different import/compile failures with different root causes; one is compiled Python files, the other is torch.jit parsing a commented decorator block." + "reason": "Both concern Python-file/import handling, but one is compiled Python file errors and the other is a torch.jit decorator parsing issue on Python 3.13." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attr in one model vs tokenizer mapping returning None in from_pretrained; similar shape, but different code paths and bugs." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both hit tests, but one is seed setup flakiness and the other is xdist file races; different failures." + "reason": "Both are flaky tests, but one is missing set_seed() and the other is an xdist race on captured_info.txt." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are unrelated regressions." + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to FlashAttention support errors." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both touch Qwen3.5 loading/saving, but one is a load error and the other is incorrect save keys; not the same concrete bug." + "reason": "Model loading failure when state_dict is sorted is not the same as saving incorrect visual encoder keys." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different model-loading errors on different architectures and code paths." + "reason": "Both are Python-version compatibility reports, but they target different versions and failure modes; not the same underlying issue." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "No relation between cache update behavior and Python-version compatibility." + "reason": "Different model-loading regressions affecting different architectures." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Python 3.14 import failure vs Qwen2.5-VL video position IDs are unrelated." + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE diverging from the remote implementation." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "Different model issues: CLIP output fields vs patchtsmixer post_init validation." + "reason": "Wrong optimizer states/params in Trainer is unrelated to saving Pipeline objects with save_pretrained." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Unrelated algorithmic bugs in different model components." + "reason": "Both mention tensor-parallelism, but one is a training bug and the other is an OOM during loading; different root causes." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on loading a specific model; too different to merge." + "reason": "Optional post_init in patchtsmixer is unrelated to GPT2 attention scaling being ignored." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions regression and float16 AMP crash are unrelated." + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP crash are different subsystems and symptoms." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different subsystems: CLIP outputs vs flash_attention sink-less crash." + "reason": "CLIPOutput attentions regression is unrelated to a flash_attention crash on s_aux=None." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Generic load failure vs save_pretrained shard-size question; not the same bug." + "reason": "A load error with sorted state_dict is not the same as a question about the default max_shard_size." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are loading-related, but one is a missing-PyTorch ImportError and the other is a tokenizer-loading regression." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Test seeding flakiness is unrelated to a multimodal model loading failure." + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are separate loading problems with different causes." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "Different CI/test issues with different failure modes." + "reason": "CLIPOutput attentions assignment is unrelated to Qwen3.5 flash-attention generation failures." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Unrelated test flake vs auto_mappings CI breakage." + "reason": "Documentation mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Local-files-only API leakage and AddedToken duplicate-arg TypeError are unrelated." + "reason": "Pipeline save_pretrained behavior and Python 3.14 import failure are different bugs." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Both are v5 loading regressions, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same code path." + "reason": "A flaky integration test and a Phi-4 multimodal loading failure are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The representative choice and summary are grounded in the packet, and the lone accepted soft edge (41669 \u2194 44246) is a conservative, well-supported import-slowdown match. The other refusals stay appropriately cautious about differing models or code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -13518,21 +13507,20 @@ "issue:42831", "issue:42890", "issue:43010", - "issue:43065", "issue:43232", "issue:43299", "issue:43502", - "issue:43526", "issue:43576", - "issue:43673", + "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:43901", + "issue:43976", + "issue:44062", "issue:44075", + "issue:44112", "issue:44222", "issue:44230", - "issue:44261", "issue:44315", "issue:44351", "issue:44355", @@ -13540,7 +13528,6 @@ "issue:44368", "issue:44387", "issue:44485", - "issue:44492", "issue:44556", "issue:44655", "issue:44749", @@ -13548,27 +13535,32 @@ "issue:44961", "issue:45071", "issue:45125", + "issue:45278", "issue:45341", "issue:45375", "issue:45468", - "issue:45478" + "issue:45478", + "issue:45600", + "issue:45656" ], "soft_pairs": [ + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", "issue:42890|issue:45341", "issue:43010|issue:44075", - "issue:44387|issue:44556", "issue:42548|issue:44351", "issue:44222|issue:45125", - "issue:43010|issue:43065", - "issue:43010|issue:43232", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30990|issue:31795", "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:44387|issue:44556", "issue:30333|issue:33453", + "issue:43723|issue:44556", "issue:43010|issue:44368", - "issue:43299|issue:44556", "issue:43502|issue:44222", "issue:44315|issue:44360", "issue:43502|issue:44961", @@ -13578,298 +13570,290 @@ "issue:44222|issue:44230", "issue:44355|issue:45071", "issue:43827|issue:44961", + "issue:43010|issue:45656", "issue:33453|issue:34689", + "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:43673|issue:44492", + "issue:43010|issue:43976", "issue:44961|issue:45468", - "issue:31795|issue:38617", "issue:41628|issue:42548", + "issue:31795|issue:38617", "issue:38617|issue:43576", "issue:43576|issue:44351", "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", - "issue:44261|issue:44360" + "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "17bce9ea23288d16d79d8dc5be12e9af4c4da3661ff57b5e3cb42852471cd966", + "prepared_review_unit_hash": "283b8a67373815d8e4d84c9d4d5193c99174d9e55b9622c69f0820596c5592d3", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 38887, - "estimated_input_tokens": 9722, - "estimated_eval_tokens": 19700 + "serialized_chars": 39433, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose bundle of unrelated Transformers v5 regressions, import errors, model-loading issues, and docs/test bugs. I do not see any soft pair that clearly refers to the same underlying bug or mergeable change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43576 is the broadest representative of the recurring v5 breakage theme and has the strongest discussion/inbound signal among the set.", + "summary": "These issues are mostly unrelated or only loosely similar by theme (v5 regressions, import errors, loading bugs, quantization, tests/docs). I do not see any soft pair that is safely the same underlying bug or change from the available titles alone.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 import-regression theme and is the closest thing to a cluster hub among these issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the best single representative issue here because it is broad and central, while the others are narrower, model-specific, or unrelated.", + "best_issue_reason": "issue:45278 is the most representative and general issue in this set: it summarizes the widespread upgrade/import breakage pattern better than any single narrow report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42890", - "right": "issue:45341", + "right": "issue:44112", "accept": false, - "reason": "Different scope: flaky SamHQ integration tests vs a generic testing_utils bug." + "reason": "Different bugs: SamHQ test seed flakiness vs GraniteSpeech stale device override CI failure." }, { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Unrelated code paths: cache/layer no_grad behavior vs SGD optimizer args." + "reason": "Different areas: missing set_seed in SamHQ integration tests vs removed Sam3LiteText configs breaking auto_mappings." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Both are v5 regressions, but they describe different failures: int4 memory growth vs checkpoint reload compatibility." + "reason": "Unrelated failures: local_files_only still makes requests vs AddedToken duplicate special kwarg error." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but for different exported symbols and likely different fixes." + "reason": "Only a loose testing theme; one is test seeding, the other is an unspecified testing_utils bug." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43010", + "right": "issue:44075", "accept": false, - "reason": "Different problems: FP8 save_pretrained behavior vs tensor-parallel plan missing on Qwen3.5 MoE." + "reason": "Cache/layer update no_grad issue is unrelated to SGD optimizer args not being used." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Different models and bugs: cache update semantics vs Sam3PixelDecoder Conv2d stub." + "reason": "Both are import errors, but for different symbols and likely different code paths." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Different generation-related issues with separate code paths and symptoms." + "reason": "Different bugs: FP8 save_pretrained problem vs missing _tp_plan for tensor parallelism." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Unrelated: offline/local-files-only networking behavior vs GLM-5 RoPE implementation." + "reason": "No shared underlying bug: network leakage with local_files_only vs GLM-5 RoPE implementation." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Unrelated: compiled Python file errors vs performance slowdown after upgrade." + "reason": "Different issues: compiled Python file errors vs a performance regression when filtering data after upgrade." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Related model family, but one is missing _tp_plan and the other is a from_pretrained failure; not clearly the same bug." + "reason": "Same model family, but different concrete failures: tensor-parallel plan missing vs from_pretrained load error." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Different concerns: loading hang vs documentation wording." + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion in model.forward." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Different Qwen3.5 MoE config/load issues involving separate missing fields." + "reason": "Both touch Qwen3.5 MoE, but one is tensor parallelism and the other is a config field dropped by @strict." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different scope: cache update/no_grad behavior vs broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload compatibility." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "Different failures: MLFlow reporting on job failure vs tokenizer loading regression." + "reason": "MLFlow status reporting on training failure is unrelated to tokenizer loading regression." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Different issues: no_grad cache updates vs tied-embeddings warning in LoRA fine-tuning." + "reason": "Tokenizer loading in v5 and reloading checkpoints after upgrade are different code-path failures." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Both are version-related loading regressions, but for different models and failure modes." + "reason": "Cache update no_grad bug is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Different bugs: local_files_only network leakage vs FP8 moe save_pretrained." + "reason": "Local-files-only API leakage is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Completely different subsystems: Liger kernel application vs DSA indexer activation." + "reason": "Liger Kernel not applied via model_init is unrelated to a DSA indexer ReLU discussion." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No overlap beyond being issues; networking bug vs unrelated raccoon title." + "reason": "local_files_only network requests has nothing to do with the placeholder 'racoon' issue." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different model behaviors: FP8 accuracy vs multimodal token counting error." + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs GLM46V image-patch counting AttributeError." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Different areas: compiled-file errors vs pipeline save_pretrained support." + "reason": "Compiled Python file errors are unrelated to saving Pipeline objects with save_pretrained." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Unrelated training concerns: MLFlow reporting vs tensor-parallel training bug." + "reason": "MLFlow failure reporting is unrelated to tensor parallel training bugs." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Related to FP8, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same bug." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Different failure types: compiled file errors vs PretrainedConfig type-checking regression." + "reason": "Different failures: compiled-file execution errors vs PretrainedConfig type checking breakage." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs/pipeline removal issue vs unrelated issue title." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/layer update no_grad bug is unrelated to deepspeed causing optimizer.step to run twice." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they target different models and symptoms." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break are different concrete load failures." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Different symptoms: missing hub import vs broken env command." + "reason": "Both involve version regressions, but one is Qwen3VL MoE loading and the other is generic checkpoint reload compatibility." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Different problems: tokenizer loading regression vs tensor-parallel training bug." + "reason": "Missing huggingface_hub symbol and broken transformers env CLI are not the same bug from the available evidence." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Different code paths: env CLI regression vs config type-checking." + "reason": "env command breakage is unrelated to PretrainedConfig type checking." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Different bugs: env command broken vs missing Qwen2.5-VL export." + "reason": "Broken env CLI and missing Qwen2.5-VL import are different issues." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Cache missing in generation vs a typo in cache strategies." + "reason": "Cache update no_grad behavior is unrelated to Python-version compatibility problems." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No apparent relation; the titles point to unrelated issues." + "reason": "Placeholder issue is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Documentation clarification vs import error in configuration_utils." + "reason": "Both are import errors, but for different top-level symbols and no evidence of the same failing path." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export fixes." + "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Different layers: missing helper import vs env CLI breakage." + "reason": "Different problems: missing layer_type_validation import vs broken env CLI." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Both mention import-related breakage, but the affected symbols and failure contexts differ." + "reason": "env CLI breakage is unrelated to cannot import HybridCache." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated issue title." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "Unrelated model implementation discussion vs unrelated issue title." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training bug vs documentation mismatch for text classification pipeline." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "Import export regression vs compiled-file execution errors." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Different model/training bug vs BeitImageProcessorFast label handling bug." + "reason": "Scheduler timescale bug is unrelated to the placeholder issue." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Precision/config discussion for MLA vs a DSA indexer activation issue." + "reason": "Different generation/cache bugs: no_grad update decoration vs sync_gpus kwargs update behavior." } ] }, @@ -13895,32 +13879,32 @@ "nodes": [ "issue:31795", "issue:33453", - "issue:34689", - "issue:37428", + "issue:36296", + "issue:41628", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", - "issue:43502", - "issue:43519", + "issue:43526", "issue:43576", "issue:43673", - "issue:43704", "issue:43827", + "issue:43901", "issue:43976", "issue:44038", "issue:44077", "issue:44246", - "issue:44263", + "issue:44261", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", + "issue:44373", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -13929,7 +13913,7 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44945", + "issue:44961", "issue:45003", "issue:45071", "issue:45092", @@ -13943,6 +13927,10 @@ "issue:45753" ], "soft_pairs": [ + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", "issue:44273|issue:45003", "issue:44623|issue:45230", "issue:44273|issue:45542", @@ -13952,20 +13940,20 @@ "issue:44393|issue:45071", "issue:44038|issue:45125", "issue:44556|issue:45092", - "issue:42371|issue:44492", + "issue:44373|issue:44961", "issue:44704|issue:44908", "issue:42890|issue:44908", "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", - "issue:43576|issue:44908", "issue:44297|issue:45230", + "issue:43576|issue:44908", "issue:44908|issue:45071", + "issue:43673|issue:44492", "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:44492|issue:44945", "issue:41669|issue:44492", "issue:44393|issue:45478", "issue:44315|issue:44829", @@ -13973,341 +13961,288 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44908", + "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:43519|issue:44485", - "issue:41669|issue:43704", - "issue:43519|issue:44908", - "issue:31795|issue:34689", - "issue:31795|issue:37428", - "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:43827|issue:44492", + "issue:44273|issue:44908" ], - "prepared_review_unit_hash": "a5e04012ed0db84461f5b5d5bbce1b389117dc2521d7f28e12ce30945b378553", + "prepared_review_unit_hash": "a52c4d427529fd11139ac0129714d56fa0be41a590db606723ed6f10dc9a5923", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41424, - "estimated_input_tokens": 10356, - "estimated_eval_tokens": 20968 + "soft_pair_count": 41, + "serialized_chars": 39280, + "estimated_input_tokens": 9820, + "estimated_eval_tokens": 19896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose Transformers issue cluster with repeated loading/import/model-initialization themes, but the items are mostly distinct regressions, docs, or model-specific bugs rather than true duplicates.", - "confidence": 0.52, - "canonical_issue_reason": "issue:44556 is the clearest umbrella-style loading regression: checkpoint reload failures after upgrading to v5.2/v5.3. It is broad enough to represent the cluster\u2019s general model-loading breakage theme.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues that only overlap lexically. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "Too heterogeneous to nominate a true canonical issue; the items span unrelated docs, import/export, tokenizer, training, vision, and scheduler bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45092 is the most actionable and specific report: it describes a concrete incompatibility for old InternVL2 remote-code checkpoints during v5 meta initialization, which makes it the strongest standalone issue in the set.", + "best_issue_reason": "If a representative issue is required, issue:41669 is the strongest anchor because it is specific, broadly impactful, and well-discussed, but it is not a duplicate match for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs a doc mismatch in pipeline arguments; different problems." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor export vs compiled-file execution errors; unrelated code paths." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Training bug vs BeitImageProcessorFast label reduction bug; no concrete overlap." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "RMS norm precision/config issue vs DSA indexer activation bug; different subsystems." + }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch core runtime behavior, but one is lazy loading and the other is unsafe sys.modules access; different bugs and fixes." + "reason": "Both are import/lazy-loading adjacent, but broken lazy loading and unsafe sys.modules access are distinct fixes." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "44623 is a concrete processor.save_pretrained bug; 45230 is a generic bug report with no matching failure mode." + "reason": "Processor save_pretrained missing files vs a placeholder bug report; no shared concrete issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading regressions and a TensorFlow backend error are unrelated issues." + "reason": "Lazy loading regression vs TensorFlow backend detection problem; unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3-VL/Qwen3.5 image behavior, but one is bbox output hallucination and the other is an infinite loop on a specific image." + "reason": "Both involve Qwen vision models, but one is 2D box hallucination and the other an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "One is the v5 env command, the other is checkpoint reload compatibility; same era, different functionality and root cause." + "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; different failure modes." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup causing import slowdown is not the same bug as missing cache state during chunked prefill." + "reason": "Import-star performance issue vs missing GenerationMixin cache in chunked prefill; not the same bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output issues are unrelated to PretrainedConfig type-checking regressions." + "reason": "Vision model output bug vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5/Moe related, but one is a model support bug and the other is a missing tensor-parallel plan." + "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan in Qwen3_5Moe; different concrete fixes." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 loading breakage, but they describe different incompatibilities and code paths; not the same concrete bug." + "reason": "Version-upgrade reload failure vs remote-code/meta-init incompatibility; similar theme, different root cause." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44373", + "right": "issue:44961", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "Docstring error for position_ids vs an unrelated placeholder issue; no duplicate signal." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different APIs with different failures." + "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs handling; distinct components." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests is a flaky-test issue, not a scheduler configuration bug." + "reason": "Flaky integration test from missing set_seed vs scheduler kwargs bug; unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowdown and lazy-loading correctness are adjacent but not the same bug." + "reason": "Import latency complaint vs lazy loading malfunction; same broad area, different concrete bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning in sam3_tracker and Liger Kernel application with model_init are unrelated." + "reason": "Model type warning for sam3_video/sam3_tracker vs Liger Kernel not applied with model_init; unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + "reason": "Python version compatibility issue vs Qwen3-VL vision bug; no shared code path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support gating for Nemotron and Qwen3-VL bbox hallucination are different model issues." + "reason": "Flash Attention 2 support gap vs Qwen3-VL hallucination/error; different model and bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "The env command regression and scheduler kwargs regression do not share a concrete fix." + "reason": "Tokenizer class mismatch on save_pretrained vs placeholder bug report; unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Tokenizer class metadata mismatch and a generic bug report are not duplicates." + "reason": "CLI env command regression vs scheduler kwarg handling; different areas." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + "reason": "Scheduler ignores kwargs vs config type-checking breakage; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing at runtime vs a typo in cache strategy text; not the same issue." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error and a generic bug report are not the same underlying issue." + "reason": "position_ids buffer access error vs placeholder bug report; no overlap." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup and HybridCache import failure are different import-path problems." + "reason": "Import-star performance problem vs missing HybridCache export; both import-related, but different fixes." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import bloat and a testing_utils bug are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44945", - "accept": false, - "reason": "Cache-strategy typo and incorrect pipeline-parallel output are separate concerns." + "reason": "Model import cleanup/performance vs a testing_utils bug; unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "The import-star cleanup issue is not the same as a cache-strategy typo." + "reason": "Import-time performance issue vs a cache-strategy typo; no shared bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox errors and Qwen3.5 Moe from_pretrained failures are different model regressions." + "reason": "Two Qwen-family reports, but one is bbox hallucination and the other from_pretrained failure in Qwen3.5 Moe." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied in model_init and flash_attention_3 degenerate training are not the same code-path failure." + "reason": "model_init Liger Kernel application issue vs degenerate training with flash_attention_3; different code paths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "A post_init policy change for patchtsmixer is unrelated to an AttributeError in tied-weight key handling." + "reason": "post_init validation question vs _get_tied_weight_keys AttributeError; unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + "reason": "Documentation still referencing pipeline() vs scheduler kwargs handling; different concerns." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward args and a tokenizer loading regression are different issues." + "reason": "Doc confusion about forward inputs vs tokenizer loading regression; unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time bloat and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Import performance regression vs scheduler behavior bug; no shared concrete change." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration warning vs a typo in cache strategy docs; not a duplicate." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading malfunction are separate v5 issues." + "reason": "Broken env command vs lazy loading problem; broad v5 issues but distinct failures." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving pipeline objects and tied-weight key attribute handling do not share the same failure mode." + "reason": "Pipeline save_pretrained issue vs tied-weights helper AttributeError; unrelated." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer activation logic and Gemma-4 audio positional encoding are unrelated model internals." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; different model/code path." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report and Qwen3.5 Moe from_pretrained error are not the same problem." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Placeholder bug report vs Qwen3.5 Moe from_pretrained error; no duplicate evidence." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43827", + "right": "issue:44492", "accept": false, - "reason": "Import-star cleanup does not match a VRAM leak in multithreaded dataloaders." + "reason": "Pipeline-removal docs debt vs a cache-strategy typo; different scope." }, { - "left": "issue:43519", + "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Timestamp math in Qwen3VL and inverse_sqrt scheduler kwargs are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-argument docs and model-loading breakage for Llama 3.2 are not duplicates." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Documentation wording and an import error from flash attention utils are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both concern model initialization/loading, but one is Liger Kernel application and the other is remote-code checkpoint meta-init incompatibility." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leakage in dataloader threads and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model implementations." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 API guidance and a VRAM leak are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network calls and Qwen3VL timestamp calculation are different bugs." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Timestamp calculation and processor.save_pretrained file omission are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Qwen3VL timestamp math and dataloader-thread VRAM leakage are different issues." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and Gemma-4 audio positional encoding do not share the same underlying bug." + "reason": "Lazy loading malfunction vs scheduler kwargs bug; unrelated." } ] }, @@ -14335,43 +14270,64 @@ "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", + "issue:37428", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:43066", "issue:43298", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", "issue:43606", - "issue:43618", "issue:43704", "issue:44230", "issue:44261", - "issue:44492", - "issue:44556", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45092", "issue:45290", "issue:45310", "issue:45341", "issue:45468" ], "soft_pairs": [ + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "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:43606|issue:45468", "issue:44261|issue:45468", "issue:43704|issue:45341", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:44492|issue:44998", - "issue:44998|issue:45341", - "issue:43618|issue:44998", - "issue:44556|issue:44998", "issue:43525|issue:44861", + "issue:41669|issue:44998", + "issue:43704|issue:44998", + "issue:43066|issue:44998", "issue:43572|issue:44861", "issue:31515|issue:38617", + "issue:44360|issue:44998", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -14380,161 +14336,242 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "dde875dd58897301f324d18ceeed74a25e15e4f4b743ddf5e96aedc13fa37388", + "prepared_review_unit_hash": "fb17e6172e6263fa4e78b8af89a02ea2c2b51340cf43f90e548ade49f9cfdf4e", "component_budget": { "node_count": 384, "item_count": 384, - "soft_pair_count": 1441, - "serialized_chars": 742673, - "estimated_input_tokens": 185669, - "estimated_eval_tokens": 371594 + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 }, "budget": { - "node_count": 26, - "item_count": 26, - "soft_pair_count": 20, - "serialized_chars": 20575, - "estimated_input_tokens": 5144, - "estimated_eval_tokens": 10544 + "node_count": 34, + "item_count": 34, + "soft_pair_count": 33, + "serialized_chars": 29031, + "estimated_input_tokens": 7258, + "estimated_eval_tokens": 14772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. A small subgroup concerns Transformers v5 migration/loading/tokenizer/config regressions, but several items are unrelated model-specific bugs and one is clearly off-topic, so there is no safe duplicate merge within the provided pairs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44556 is the broadest representative of the coherent v4\u2192v5 checkpoint/loading regression theme that overlaps with several other token/config issues; it is the best cluster anchor among the related reports.", + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. The only clear duplicate-like pair is the tokenizer v5 regression reports (42913/43066); the rest describe unrelated loading, training, model-specific, scheduler, or documentation issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42913 is the broadest and most representative tokenizer-v4/v5 regression report; issue:43066 looks like a narrower symptom of the same tokenizer decoder-type problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the most representative issue for the strongest shared theme in this set (version-upgrade loading failures and related tokenizer/config regressions).", + "best_issue_reason": "issue:42913 is the best single issue to keep because it captures the general tokenizer behavior regression and can subsume the more specific decoder-type report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs: timestamp calculation vs RoPE implementation." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Unrelated problems: import-star performance issue vs VRAM leak in dataloader threads." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in forward signature is unrelated to a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue and import error in flash attention utilities are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but the concrete failures differ: Liger kernel application vs meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model code paths: GLM RoPE vs Gemma audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network request bug is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3VL timestamp math." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer torch.split issue is unrelated to Gemma audio positional encoding." + }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "Different model-specific bugs: CPU offload device mismatch vs Gemma-4 audio positional encoding behavior." + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Both mention precision/config issues, but they target different architectures and different code paths." + "reason": "MLA rms_norm_eps precision issue is a different model bug." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM and a testing_utils bug are unrelated." + "reason": "VRAM leak and a testing_utils bug are unrelated." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a general behavior difference and the other is a specific decoder-type regression; not enough to treat as the same bug." + "accept": true, + "reason": "Both point to the same tokenizer v5 regression: changed behavior/decoder type in the new tokenizer stack." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler keyword handling and an off-topic issue are unrelated." + "reason": "Scheduler kwargs bug and an unrelated off-topic issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "One is a tied-weights helper crash; the other is a chat-template/tool-call crash. Different subsystems and failure modes." + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." }, { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "A cache-strategy typo and an unrelated off-topic issue are not duplicates." - }, - { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "Off-topic issue versus a testing_utils bug; no shared underlying defect." + "reason": "Missing pad_token_id and tied-weight-key list handling are unrelated." }, { - "left": "issue:43618", + "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the off-topic issue." + "reason": "Import-star performance issue is unrelated to the off-topic item." }, { - "left": "issue:44556", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression and an unrelated off-topic issue are not duplicates." + "reason": "VRAM leak is unrelated to the off-topic item." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:43066", + "right": "issue:44998", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a config attribute regression, not the tied-weights list crash." + "reason": "Tokenizer v5 bug is unrelated to the off-topic item." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a different config regression than the tied-weights helper error." + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an ImportError in configuration_utils are distinct problems." + "reason": "Slow checkpoint loading and an import error are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the off-topic item." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 model support issue and missing processor save files are unrelated." + "reason": "FP8 inference support and processor save_pretrained missing files are different issues." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job reporting failure and slow checkpoint loading are not the same bug." + "reason": "MLFlow job reporting failure is unrelated to checkpoint loading speed." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bug are different code paths." + "reason": "Checkpoint loading slowness is unrelated to tensor-parallel training failure." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading slowness and documentation confusion are unrelated." + "reason": "Loading performance issue and documentation confusion are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5 MoE/fp8/versioning, but one is fp8 inference support and the other is a from_pretrained error; too different to merge as one bug." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both mention loading, but one is slow checkpoint loading and the other is a tokenizer-loading regression; not the same concrete defect." + "reason": "Both concern loading, but one is slow loading while the other is a tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and fp8 inference support are distinct feature/bug areas." + "reason": "Continuous batching audio-model support and FP8 inference support are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as heterogeneous and only elevates the tokenizer v5 pair (42913/43066) as the clear duplicate-like match. The other soft-edge rejections are supported by the issue titles and do not overstate overlap." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14557,7 +14594,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "14d51eae4584217817909e37006e4234b1da0ffb1000c08a3b16207b10221ed3", + "prepared_review_unit_hash": "ee29471cfaa4e59fa349f73a86698a741e1289b5500b76871f6dba3d277f9e64", "component_budget": { "node_count": 2, "item_count": 2, @@ -14579,18 +14616,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share a loose pattern but not the same underlying change, so they should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These issues only share broad wording about expanding architecture support. One requests Flash Attention 2 support, the other GGUF support, so they are distinct feature requests and not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two items target different features and code paths (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 has the higher discussion activity and is a clearer standalone tracker, but it is not a duplicate of 33260; the requests target different features/code paths.", + "best_issue_reason": "Issue 26350 is the better representative only by chronology and discussion activity, but it should not be treated as a duplicate of 33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are broad 'support more architectures' requests, but Flash Attention 2 and GGUF are different features with different implementation paths and goals, so they are not the same underlying issue." + "reason": "Superficially similar titles, but they request different capabilities in different subsystems: Flash Attention 2 support versus GGUF support." } ] }, @@ -14627,12 +14664,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "5875a0c81c38295cacd1e437c7a34f3fc542b44d509076bd7cb10ae564113cba", + "prepared_review_unit_hash": "0c8868070512c9810d8587b86b5489ec95cb0e26f9a447603f8114dc3f593af8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14640,7 +14677,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14649,48 +14686,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like separate docs-translation requests, not duplicates of one bug/change. Issue 27088 is specifically for Turkish, while the others are generic i18n template issues that likely refer to different languages.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical duplicate stands out: the only concrete language is Turkish in 27088, while the others are generic placeholders and likely distinct language requests.", + "summary": "These are near-textual variants of an i18n docs-translation issue template, but they describe different language targets rather than the same underlying bug/change. The Turkish-specific issue is the best concrete representative; the others look like template-based or separate language instances, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR]) and is the clearest representative of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the best representative only because it is the most specific and earliest concrete request, but it should not absorb the others as duplicates.", + "best_issue_reason": "Issue 27088 is the most actionable and specific item; the other issues are generic placeholders or separate language variants, so they are less suitable as the cluster\u2019s representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Both are translation-request templates, but there is no evidence they target the same language or same underlying work item." + "reason": "Same template wording, but no evidence they refer to the same language/task; they appear to be separate i18n translation issues." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "27088 is specifically Turkish; the other issue is a generic placeholder likely for a different language, so they are not the same request." + "reason": "The Turkish-specific issue and a generic language placeholder are not the same concrete translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Different concrete localization targets are implied; same template text is not enough to treat them as duplicates." + "reason": "These look like different language instances of the same template, not duplicate reports of one underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These appear to be separate instances of the same issue template, likely for different languages rather than the same underlying task." + "reason": "Both are generic template-like issues, but there is no concrete evidence they target the same language or duplicate the same task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "No evidence they refer to the same language or translation branch; similarity is only from the template." + "reason": "Near-identical titles alone are insufficient; they likely represent distinct language-specific translation entries." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "They share the same placeholder title, but that indicates a template family, not a duplicate issue." + "reason": "They are textually similar template issues, but there is no proof they are the same underlying bug/change." } ] }, @@ -14750,211 +14787,223 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "4d59586a97e1a311b15f907290a154371d56d810423ed2e934ab37bb97d952f1", + "prepared_review_unit_hash": "41dead849e10fc67ad40d93ef6705786655782b26395d9a05e5899791c729770", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17649, - "estimated_input_tokens": 4413, - "estimated_eval_tokens": 9082 + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are all model-addition/support requests, but they target different architectures and modalities. The soft-similarity links are thematic, not duplicates of the same underlying bug or change.", + "summary": "These items are all model-addition requests, but they span different architectures and modalities (BERT variants, ASR/TTS/audio, OCR, sparse transformers, perception encoders). The soft similarities are thematic, not duplicate-level; none of the candidate pairs look like the same underlying bug/change.", "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate: the cluster mixes distinct model requests (different models, modalities, and implementation paths), so there isn\u2019t one shared issue to collapse into.", + "canonical_issue_reason": "If a single representative is needed, issue #37015 is the broadest generic model-add request, but there is no true canonical duplicate in this set because the requests target different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 is the broadest/high-activity open model-addition request, so it works best as a representative anchor if one must be chosen, though it is not a duplicate sink.", + "best_issue_reason": "#37015 is the most generally phrased and centrally located of the model-request issues, so it is the best cluster representative even though it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support vs DEIMv2 support are different model additions with separate code paths." + "reason": "EuroBERT config support and DEIMv2 are unrelated model families and would require different additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support target unrelated model families/modalities." + "reason": "EuroBERT config work and Qwen3-TTS support are different modalities and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate model requests; not the same concrete change." + "reason": "NeoBERT and Qwen3-ASR are distinct models; no shared concrete implementation change." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer/circuit-sparsity are unrelated model architectures." + "reason": "NeoBERT and a weight-sparse transformer request are different architectures and fixes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model support requests, not duplicates." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT concern different model families and implementations." + "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are distinct model additions with no shared fix." + "reason": "NeoBERT and Voxtral TTS are separate model families and likely separate model files/code." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different models and code paths." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different tasks with different implementation needs." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and circuit-sparsity support are unrelated requests." + "reason": "MiniCPM3 and the sparse-transformer request do not describe the same underlying feature." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model support items." + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are different model-modalities and cannot be merged as one fix." + "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + "reason": "DEIMv2 and Qwen3-TTS are different model types and code paths." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model-specific requests." + "reason": "ModernVBERT and Qwen3-ASR are different speech/model requests, not duplicates." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS target different architectures/modalities." + "reason": "ModernVBERT and Qwen3-TTS are separate model additions with different behavior." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and BERT-like-with-RoPE support are not the same concrete change." + "reason": "ModernVBERT models and generic BERT-like RoPE support are related only broadly, not as the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated additions." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a prefix but are different modalities and implementation paths." + "reason": "TTS and ASR for different Qwen3 variants are adjacent but still different model support requests." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct TTS model requests, not one duplicate." + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model requests." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model support requests." + "reason": "Qwen3-TTS and a sparse transformer request do not share the same implementation change." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and circuit-sparsity support are different model/code changes." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio model requests, not one fix." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different model additions despite both being audio-related." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated implementation targets." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model families and features." + }, + { + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are different concrete changes." + "reason": "Qwen3-ASR and EUPE are different model types with different integration work." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model families/modalities." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer and EUPE are distinct architecture requests with no shared fix." + "reason": "Sparse-transformer support and EUPE are not the same underlying model change." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model support requests and would not be merged into one PR/issue." + "reason": "Qwen3-ASR and Voxtral TTS are distinct support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are separate model support items." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and code paths." } ] }, @@ -14995,12 +15044,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "39c90b0d3d2e9bee4f22a56d19d6f7e4bef110e316bc856047d0adf799dffdf0", + "prepared_review_unit_hash": "3a8b873a23eb4d6c9c7dd7a446978e1712c3ce5ba4349fa82614c6803fa6bf10", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6294, + "serialized_chars": 6293, "estimated_input_tokens": 1574, "estimated_eval_tokens": 3404 }, @@ -15008,7 +15057,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6294, + "serialized_chars": 6293, "estimated_input_tokens": 1574, "estimated_eval_tokens": 3404 }, @@ -15017,60 +15066,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only superficially similar by wording; they describe different components and bug types, so this cluster should not be merged as duplicates.", - "confidence": 0.94, + "summary": "The items are thematically similar only at a very broad level (model/config/API bugs), but they describe different subsystems and different failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43668 is the cleanest single bug report in the set: a concrete config type-hint problem with a specific target and no sign of overlapping with the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but one asks whether a model layer is RMSNorm and the other reports an incorrect type hint in a config; different artifacts and different failure modes." + "reason": "Both mention normalization-related config/model details, but one is about Llama4TextL2Norm behavior and the other is a ModernBERTConfig type hint; different models and different bugs." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded into a loss function; different code paths and symptoms." + "reason": "Both concern model training/loss code, but one is about Mask2Former ignoring a defined value and the other is about kwargs not being forwarded to a loss function; not the same code path." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "One is a segmentation-model parameter plumbing issue, the other is a tokenizer regex warning regression; no shared underlying bug." + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and unrelated symptoms." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "An ignore_value usage bug is unrelated to a typo in a quantization operation name." + "reason": "A missing ignore_value usage in Mask2Former is not the same as a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different models and bug classes: ignored loss parameter versus a ModernBERT config annotation error." + "reason": "Different models and different bug types: unused ignore_value versus incorrect type hint on norm_eps." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation and an incorrect type hint are distinct issues with no common code-path evidence." + "reason": "One is a loss-kwargs plumbing bug; the other is a config type hint issue. No shared underlying defect." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint bug is not the same as a tokenizer warning regression." + "reason": "An incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "The ModernBERT config type hint issue and the quantization-operation typo are separate, unrelated defects." + "reason": "Different components and failure modes: config annotation error versus a typo in a quantization operation name." } ] }, @@ -15100,7 +15149,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "107b7b76c27297bc4ce8e5f2d998daf451bf0504a600f9809cd3b80b15a9a423", + "prepared_review_unit_hash": "d53f92090ea7c980c8a3002ae77b2afe35c407bed5a1b690b782c001874937d9", "component_budget": { "node_count": 2, "item_count": 2, @@ -15122,18 +15171,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one asks for block decoding support, the other requests DeepSeek v3.2 support. They should remain separate; no duplicate/merge candidate here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one asks for a block decoding setting, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical duplicate issue here; the titles and likely code paths are different.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, user-facing request, but it is still separate from 41084.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests with no shared code path or explicit linkage: block decoding vs DeepSeek v3.2 model support." + "reason": "Different topics and likely different code paths: decoding configuration vs model/version support. No shared filenames or explicit targets." } ] }, @@ -15163,12 +15212,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1c1f2cc8a8db9e9428b951e2acfebf84eca26dcadf47fbb7fe54774df1887f16", + "prepared_review_unit_hash": "2b1956516b56ede49a9beab67724c63048c5c4cb1b04576379b4ba9498174a56", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15176,7 +15225,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15185,18 +15234,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are only loosely related by custom trainer behavior, but they describe different problems: one about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate emerges: #43598 is about Trainer column-pruning customizability, while #43600 is about FLOPS estimation logic for custom trainers. Same general area, different underlying bug/request.", + "summary": "These two closed issues are about different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They are related only at a broad Trainer-architecture level, not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; they target different Trainer concerns and should not be clustered as one canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue for the cluster theme, #43598 is broader and more directly about Trainer behavior customization, but it does not subsume #43600.", + "best_issue_reason": "No single issue is a better global representative because the two reports address separate problems in different code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related only at a high level (custom trainers/Trainer internals). They target different code paths and fixes: `remove_unused_column` behavior versus FLOPS estimation." + "reason": "Different requested fixes: one concerns column dropping/customization, the other concerns FLOPs estimation for custom trainers. They do not appear to describe the same bug or change." } ] }, @@ -15226,7 +15275,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "eff1114ea095549cd1a4704486035f9f0c11076a09ef81b1b17cbcd3130872d9", + "prepared_review_unit_hash": "96b226785613901fcd6301d900a6b46acf618864a21efa68922d23ec3ccdeb15", "component_budget": { "node_count": 2, "item_count": 2, @@ -15248,18 +15297,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level: both request Qwen-family AutoModel support, but one is for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration and the other is for Qwen3.5 sequence classification. They are separate feature requests, not the same underlying bug/change.", + "summary": "Both items are closed model-registration issues, but they target different Qwen variants and different AutoModel entry points, so they should not be clustered as duplicates.", "confidence": 0.92, - "canonical_issue_reason": "issue:43684 is the broader, more central request (model registration for Qwen3-Omni across AutoModel and AutoModelForConditionalGeneration); issue:44405 targets a different config and task-specific AutoModelForSequenceClassification support.", + "canonical_issue_reason": "Issue #43684 is the broader request, covering registration for both AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni; it is the better umbrella issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the better representative because it is the more general model-registration request; issue:44405 is a distinct downstream capability request for sequence classification.", + "best_issue_reason": "Issue #43684 is the best representative because it describes the wider registration gap and could subsume narrower variant-specific requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Do not merge: different model variants and different auto-class targets (registration vs sequence classification support), so they do not look like the same underlying change." + "reason": "Different underlying requests: Qwen3-Omni model registration for core/conditional generation vs. Qwen3.5 sequence-classification support. They concern different configs and task heads, so they are not the same bug/change." } ] }, @@ -15296,80 +15345,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "a3ce3a6725b1b1fa003de6cdb94f784efc70f0bf7741ebeff54ff1d3674ff820", + "prepared_review_unit_hash": "d6eb202dfd83402d0b20edae2ce7510afd9d8460e0484c6bf0bdccc2669d9219", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues titled \"huggingface \" appear to be duplicates of the same report; the issue titled \"Fett\" looks unrelated. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" reports and is a reasonable canonical issue for the duplicate cluster.", + "summary": "All four items are very low-signal closed issues with only generic or empty titles/body context. Three issues share the same title fragment ('huggingface '), but there is no description evidence to confirm the same underlying bug; 'Fett' looks even less related. No PRs are present.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface ' entries, so if a canonical issue must be chosen, it is the most reasonable anchor among the near-identical titles.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best issue anchor because it matches the repeated title and was opened first among the duplicate-looking reports.", + "best_issue_reason": "Issue 43845 is the best available representative because it is earliest among the most similar issues and has the same repeated title as 43846/43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no shared evidence beyond generic similarity; not enough to indicate the same underlying issue." + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context to show the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete evidence of the same bug." + "reason": "Different titles and no substantive description evidence; similarity alone is too weak to merge." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no concrete evidence of the same bug." + "reason": "Different titles and no context linking them to the same bug or request." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title \"huggingface \" and close creation times; they look like duplicate reports of the same issue." + "accept": false, + "reason": "Same short title, but the issues contain no details to verify they are the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title \"huggingface \" and close creation times; likely the same underlying report." + "accept": false, + "reason": "Shared generic title fragment only; insufficient evidence of an identical issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title \"huggingface \" and close creation times; likely duplicate issues." + "accept": false, + "reason": "Shared generic title fragment only; no concrete problem description to confirm duplication." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the three closed issues share the exact same title and close timestamps are close enough to support a duplicate cluster, while issue:43835 has a clearly different title. The canonical choice of issue:43845 as the earliest duplicate-looking report is conservative. No PRs are present, and the soft-edge verdicts stay within the evidence available." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -15403,95 +15449,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "5256e3b1eddb96349ae21c7880b824da21f5f3b99bdfd66bd5fafa36f8693bc3", + "prepared_review_unit_hash": "345167c75abebb696cba25a8722af39f0c1bceb0e0f83c210614aaf122d80533", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are low-signal, likely unrelated spam/placeholder issues. The apparent similarity is only at the title level; there is no evidence of a shared bug or duplicate report.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44418 is the least spam-like and most readable title, but it is still a generic placeholder rather than a concrete defect; it is only a weak cluster representative.", + "summary": "There is a likely duplicate mini-cluster among the three similarly titled \"\" issues, but the evidence is limited to titles and sparse metadata because body text is not shown. The documentation request and the \"Google LLC\" report do not appear to be the same underlying issue.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44371 is the earliest of the similarly titled \"\" reports and is the best tentative representative for that small cluster, though the body text is not available.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the best available representative because it is the only non-spam-gibberish title, but none of these issues look like a real duplicate set.", + "best_issue_reason": "Issue 44371 is the cleanest representative among the likely \"\" duplicates because it is earliest and matches the other two on title/minimal metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are titled \"\", but there is no body content or evidence they describe the same underlying issue." + "accept": true, + "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same generic spam title only; no concrete shared bug or change is visible." + "accept": true, + "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a generic documentation suggestion are not the same underlying issue." + "reason": "Documentation enhancement request has a different title and apparent intent from the \"\" reports." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are unrelated titles with no shared bug report." + "reason": "\"Check out \\\"Google LLC\\\"\" is a different report pattern and does not look like the same issue as the \"\" reports." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no duplicate semantics." + "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; no evidence of the same problem." + "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Identical spam titles alone are insufficient to treat them as the same underlying issue without any supporting details." + "accept": true, + "reason": "Same uncommon title \"\" with very similar minimal metadata; likely duplicates, with limited evidence because body text is hidden." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated quoted-name title; no common bug/change is indicated." + "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and unrelated quoted-name title; no duplicate relationship is supported." + "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is a bit too strong for the packet. The three issues do share the same title and similar metadata, but the packet does not show the body text, so claiming an exact title/body placeholder match overstates the evidence. Also, all soft pairs have deterministic_accept=false, so the positive pairwise duplicate verdicts should be more conservative. The separation of the documentation issue and the 'Google LLC' issue is fine, but the confidence and duplicate wording need to be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15514,7 +15563,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "1e9e3d2bf1cbe557331adcf72457bf849b80df3671059f9d0ab7793605ebab5a", + "prepared_review_unit_hash": "35bee0bc906991f763c35db7bc8fc4f7613d6d878f85cbba62b714ba2aec9376", "component_budget": { "node_count": 2, "item_count": 2, @@ -15536,28 +15585,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks highly similar on title and length, but the packet does not expose body content or any explicit linkage, so the duplicate call is not strong enough to accept with confidence. If they are duplicates, #45145 is the better representative because it was created first.", - "confidence": 0.68, - "canonical_issue_reason": "#45145 is the earliest of the two and would be the natural representative if they are later confirmed to be duplicates, but the current evidence is too thin to state that definitively.", + "summary": "The two closed issues look like likely duplicates: they have identical titles, very similar body sizes, and were opened the same day. #45145 is the better canonical record because it was created first and has the only inbound reference, but the packet does not provide explicit cross-links or body-level confirmation, so this should remain tentative.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the cleaner canonical target because it was opened earlier and already has the only inbound reference; however, the evidence is still limited to strong textual similarity rather than explicit linkage.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to keep as the provisional representative because it is the first-created item in the pair.", + "best_issue_reason": "#45145 is the best representative issue for this topic because it predates #45151 and has the only inbound reference, making it the most established record among the two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical titles and a soft similarity signal suggest possible duplication, but the packet does not show body text, explicit links, or other concrete evidence that they are the same underlying issue. Given the non-deterministic signal, this should be treated as inconclusive rather than accepted as a duplicate." + "accept": true, + "reason": "The issues have identical titles and very similar metadata/body scale, which is enough to treat them as likely duplicate reports of the same topic, though the match is still tentative without explicit links or body confirmation." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate judgment is a bit too strong for the evidence provided. The packet supports only identical titles, similar body lengths, and a soft similarity signal; it does not show body content directly or any explicit linkage. Given the pair is marked non-deterministic, the soft-edge verdict should be more conservative rather than stating it is safe to merge as duplicates." + "feedback": "The canonical choice is grounded: #45145 is earlier and has the only inbound reference. However, the evidence here is still only soft similarity with no explicit links or body-level confirmation, so the conclusion should stay tentative. The 0.99 confidence and wording like \"almost certainly duplicate\" overstate what the packet supports; use more conservative language such as \"likely duplicate.\"" }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15634,7 +15683,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "ce936d403433a7492cb509877fd6456a91c8c47dda352a825328762ed32f5134", + "prepared_review_unit_hash": "d90be70d34e70c38d1d54c3ff59d8e48a2d6d1d9805c870f2b88712d1d1905dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -15656,18 +15705,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs in bitsandbytes-related code paths: one is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is an llm_int8_skip_modules regression that drops the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue for this cluster: 45672 is a model-specific torch.finfo/type handling failure, while 45674 is a BitsAndBytesConfig regression affecting module exclusion logic.", + "summary": "These are both 4-bit inference bugs, but they describe different failure modes in different paths: Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and triggering an AssertionError. I would not treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45674 is the better anchor for the cluster because it describes a broader BitsAndBytesConfig regression with a clear 4-bit inference failure path, while 45672 is a narrower Gemma4/audio-module-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is the better standalone representative because it describes a concrete configuration regression with a clear failure mode and broader applicability than the Gemma4-specific report.", + "best_issue_reason": "Issue 45674 is the strongest representative issue: it is more general, names the configuration regression directly, and is easier to map to a concrete fix path than the model-specific 45672 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths: 45672 is about uint8 weights in Gemma4 audio modules calling torch.finfo during NF4 inference, while 45674 is about llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError." + "reason": "Different underlying bugs and code paths: one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig skip-module/exclusion regression causing an AssertionError." } ] }, @@ -15697,7 +15746,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "0c2e022a1fea4025c9bb75d69775e0d7f57885f386ef5912361f027f95452f26", + "prepared_review_unit_hash": "a3a7d6c8ca2a27b481656aee968b52d4c4af43deb5269ef1da3b083677da4490", "component_budget": { "node_count": 2, "item_count": 2, @@ -15719,18 +15768,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are empty, likely unrelated personal-name/date posts with no bug or feature context. They do not look like duplicates of the same underlying issue.", + "summary": "Two closed issues with only name-and-date titles and no body content; they do not describe the same bug or change, so the soft duplicate signal should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45762 is the earlier of the two and can serve as the representative only by chronology, not content; neither issue has substantive triage value.", + "canonical_issue_reason": "No canonical issue can be justified from the available data; the issues are unrelated and contain no substantive problem description beyond superficial title similarity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45762 is marginally better as the cluster representative because it was created first, but there is no meaningful canonical issue here.", + "best_issue_reason": "Issue 45762 is only marginally preferable as the earlier and equally sparse report, but it is not a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Only superficial name/date similarity; no shared problem description, reproduction, or technical context indicating the same underlying issue." + "reason": "Reject: the titles appear to be unrelated personal-name entries with different dates, and there is no shared bug, code path, or change request to indicate the same underlying issue." } ] }, @@ -15760,29 +15809,29 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "87a1c596742e6e92f12ffc701b249d1bfd84c611b5f33b2579a6b4d541931d87", + "prepared_review_unit_hash": "8647d88eb21c40b64c76cd6268cd9eb487f20b44a3a2548a3b80f86f39d87048", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look like unrelated placeholder/person-name entries with dates in the titles and no body or supporting evidence. There is no indication they describe the same underlying bug or change.", + "summary": "These are two unrelated closed issues with only personal-name/date titles and no substantive overlap, so they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -15793,7 +15842,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different personal-name/date titles with no body, links, or shared context; they do not appear to describe the same issue." + "reason": "Reject: the titles are different names and dates, with no shared bug description, target, or evidence of the same underlying issue." } ] }, @@ -15850,154 +15899,154 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "a4f45caad386ab705895e7d478f00493fe983edcbe54d3973209f4cef6a52dd8", + "prepared_review_unit_hash": "f79569bd2a52d71ff44a6b394a2b2ecf75f15706a8107680bba2f24d113ab3a0", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32870, - "estimated_input_tokens": 8218, - "estimated_eval_tokens": 16692 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32870, - "estimated_input_tokens": 8218, - "estimated_eval_tokens": 16692 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one soft-duplicate pair is a true match: the two `fixed_cross_entropy` PRs. The rest are same-subsystem or same-file-neighborhood overlaps, but they target different concrete changes and should stay separate.", - "confidence": 0.93, + "summary": "Most candidates are unrelated PRs that only share broad themes like model additions, auto-mapping, or test/doc updates. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, which both address the same loss-wrapper bug in the same file and can plausibly be merged into one change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it is explicitly tied to issue 43240 and contains the same concrete `fixed_cross_entropy` change as the near-identical follow-up PR.", + "canonical_pr_reason": "PR #43251 is the best canonical representative: it directly targets issue 43240, changes the same `fixed_cross_entropy` path as #43254, and has the clearer, more complete patch shape.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest cluster anchor because it is issue-linked, directly fixes the underlying loss-kwargs bug, and has the fuller implementation context.", + "best_pr_reason": "PR #43251 is the strongest overall representative because it cleanly captures the underlying fix, has explicit issue linkage, and is the most semantically aligned with the bug being solved.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different features: VideoPrism model/docs addition vs an ExecuTorch dynamic-shape test. No shared code-path bug." + "reason": "Both are unrelated PRs: one adds a new model and docs, the other adds an Executorch dynamic-shape test. Shared framework context is too broad to treat as the same change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer utility methods for MistralCommon vs adding a new MobileLLM model. Unrelated changes." + "reason": "Tokenizer helper methods for Mistral and a new MobileLLM model are different changes with no shared code path or bug." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs export dynamic-shape test; same broad infra area only superficially." + "reason": "A tokenizer-method addition and an export test are unrelated; they do not fix the same concrete problem." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM. Different underlying change." + "reason": "These are separate processor/model-pretrained robustness changes for different models and different code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix vs new model implementation. No shared bug or code-path." + "reason": "Loss-function kwargs plumbing and adding a new model are unrelated; no common underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy helper fix vs Mistral4 test/model cleanup. Different subsystems and problems." + "reason": "The loss-wrapper fix and Mistral4 test/model cleanup are unrelated changes in different subsystems." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test vs Mistral4 test fixes. Both are tests, but not the same change." + "reason": "Executorch dynamic-shape export tests and Mistral4 fixes are not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export test vs MobileLLM model addition. Unrelated." + "reason": "Dynamic-shape export testing and new-model scaffolding are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model scaffold vs class config-resolution ordering fix. Different code paths." + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated code changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-interface refactor. Not the same bug/change." + "reason": "A new model addition and Falcon output-interface refactor are different changes with no shared underlying issue." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-collection refactor vs model-creation skill draft. Completely different purpose." + "reason": "Falcon output-capture refactoring and the model-creation skill are entirely unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor vs Mistral4 test fix; no concrete shared fix." + "reason": "Falcon refactoring and Mistral4 test fixes do not address the same concrete code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model changes vs `layrnorm` renaming in CLIP-like models. Different underlying defect." + "reason": "Mistral4 test fixes and `layrnorm` renaming are different fixes, even if both touch model code." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests/model work vs config-resolution ordering fix. No same code-path overlap." + "reason": "Mistral4 fixes and class-annotation resolution ordering are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New MobileLLM model vs Mistral4 test fixes. Shared auto/model infra is too broad to merge." + "reason": "New MobileLLM support and Mistral4 test fixes are not the same underlying change; broad model-related similarity is insufficient." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fix PR vs draft model-creation skill. Not comparable as a duplicate change." + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; one is product code, the other is tooling/documentation." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs a tooling/skill PR. Different artifact types and goals." + "reason": "A new model implementation and the model-creation skill are different artifact types and different concerns." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4-specific PR vs generic config-resolution ordering fix. Different concrete issues." + "reason": "These do not fix the same code-path problem; one is a model test fix, the other is an authoring skill." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `fixed_cross_entropy` the same way to pass supported kwargs through to `nn.functional.cross_entropy`; they are the same underlying fix." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue 43240, with near-identical intent and patch shape." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster judgment is conservative and grounded in the packet. The only clear duplicate pair is PR 43251/43254: both modify `src/transformers/loss/loss_utils.py` in the same `fixed_cross_entropy` direction, and both are tied to issue 43240. The other pairs are reasonably rejected as different features or different concrete changes, with no overclaim that they are mergeable into a single bugfix PR. One minor precision note: PR 43254 is also issue-linked, so 43251 is better justified as canonical mainly by having fuller context, not by being uniquely issue-linked." + "feedback": "The conclusions are grounded in the packet. The only accepted pair, #43251/#43254, shares the same file, the same issue target (43240), and the same `fixed_cross_entropy` fix, so it is mergeable as one bugfix PR. The false pair rejections stay conservative and do not overclaim shared bugs beyond broad thematic similarity." }, "evaluator_used": true, "retried": false, @@ -16024,7 +16073,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "59b603c896446edebf869252aa97513be67f9f0441447324a5af3b4807e07bf4", + "prepared_review_unit_hash": "198f65ccaecf6b2962612499b17155cd40f59657bbb0562e912ca10cadb0ab74", "component_budget": { "node_count": 2, "item_count": 2, @@ -16046,18 +16095,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are VibeVoice-related, but they target different deliverables: one is the base VibeVoice integration, the other is a draft realtime extension with an acoustic tokenizer. The overlap is broad, but the underlying change is not the same.", + "summary": "Both pull requests are about VibeVoice, but they are not the same change: one is the initial VibeVoice integration, while the other is a separate realtime extension with additional acoustic-tokenizer and generation work. They share subsystem files, but not a single concrete bug/fix or mergeable duplicate scope.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the more complete, non-draft base implementation of VibeVoice and has substantial review activity. It represents the core integration rather than a derivative realtime extension.", + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and has substantial review activity; it looks like the main integration work rather than a later variant.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall representative because it is the main feature landing path, while #42781 is a draft add-on focused on realtime support and an extra tokenizer component.", + "best_pr_reason": "PR #40546 is the best representative PR for this cluster because it is non-draft, more mature, and covers the core VibeVoice integration. PR #42781 is a draft realtime follow-up with distinct scope.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files are not enough to treat these as duplicates. #40546 is the base VibeVoice implementation, while #42781 is a draft for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. They address different feature scopes and would not plausibly be merged into one PR as the same change." + "reason": "Reject: despite overlapping VibeVoice files, these are different scopes\u2014initial VibeVoice integration vs. realtime VibeVoice/acoustic-tokenizer work. They do not appear to fix the same concrete code-path problem or be safely merged into one PR." } ] }, @@ -16087,12 +16136,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "16c609975c1dd9165250ffca7dcc4646c77a05306e3ebf8dceb21901cd66523f", + "prepared_review_unit_hash": "c82a402400a94c38894cbbcb590568918b9200f0c4191ca28f1a6a3ea9ca9f49", "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 }, @@ -16100,7 +16149,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -16109,18 +16158,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions for different model families: TimesFM covariates forecasting vs. DINOv3 image-classification support. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing features.", + "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image-classification support; they address different code paths and can\u2019t plausibly be merged into one PR.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping this cluster; each is a distinct feature request with no meaningful overlap.", + "best_pr_reason": "Neither PR is a duplicate of the other. If a representative is needed, #41224 is the more narrowly scoped model-support addition, but it is not a canonical choice for deduping this pair.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and model families (TimesFM forecasting with covariates vs. DINOv3 image classification); they are not the same change and would not be merged into one PR." + "reason": "Different models and changesets: TimesFM covariate forecasting vs. DINOv3 image-classification support. No shared underlying bug or fix." } ] }, @@ -16215,7 +16264,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "e2e1599f247a2a47c0e49535575ac6ea7da26485a3675ab257915d685be72daf", + "prepared_review_unit_hash": "637b2d30c283971fc498924e36f9ae11a6c2aa8ac9170d0274d744c525f33a90", "component_budget": { "node_count": 3, "item_count": 3, @@ -16237,24 +16286,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated new-model onboarding PRs (DeepSeek OCR, Isaac, and Kimi2-6). They share common integration boilerplate and registry/docs changes, but they do not fix the same underlying bug or implement the same change, so none should be clustered as duplicates.", - "confidence": 0.98, + "summary": "All three pull requests are separate model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers boilerplate and registry updates, but not the same underlying bug or mergeable code-path fix.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs introduce different model families with distinct codepaths and files, so there is no single duplicate target.", + "canonical_pr_reason": "PR 41797 is the strongest representative of the cluster: it is the earliest, has the most discussion/review activity, and includes the broadest end-to-end model integration (docs, config, modeling, processing, tests, and repo checks).", "best_issue_reason": null, - "best_pr_reason": "No best PR for duplicate triage: each PR is a separate model addition, not a mergeable duplicate of the others. If forced to pick a representative, none is clearly canonical over the rest.", + "best_pr_reason": "PR 41797 is the best cluster representative for triage because it is the most mature and feature-complete of the three, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac); shared auto-registry/docs plumbing is boilerplate, not the same concrete change." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registry/docs boilerplate is not enough to indicate the same underlying change or a mergeable single PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6); overlap is only broad model-integration infrastructure, so they are not duplicates." + "reason": "Different model additions for different code paths and model families (Isaac vs Kimi2-6). The overlap is only in standard model-registration scaffolding, so this is not a duplicate." } ] }, @@ -16284,12 +16333,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "df2697848dc835f3c7d8d56f35d77438b90ec1c5b8040eb50d02afb96c4a62e3", + "prepared_review_unit_hash": "094d9afe06571ed4c4f1cf9f3857684abea9e9db174c9f1f1c76cdf360026622", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16297,7 +16346,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5933, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16306,18 +16355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency updates, but they address different action families and different maintenance goals, so they are not duplicates.", - "confidence": 0.94, + "summary": "Both are broad GitHub Actions maintenance PRs, but they target different upgrade goals and different action ecosystems: one is for Node 24 compatibility across many workflow actions, the other is specifically bumping docker/build-push-action and related workflow actions to latest versions. They overlap in some files, but they do not look like the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical representative because it is the more focused, clearly scoped workflow-actions compatibility update; PR 42976 is a separate upgrade pass for different action versions.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best overall representative of the cluster since it covers the more central Node 24 compatibility theme across many workflows.", + "best_pr_reason": "PR 42975 is the better representative of a broad workflow-actions upgrade because its title and diff indicate a cohesive compatibility-driven sweep across many workflows, rather than a narrower dependency bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not treat as duplicates: 42975 upgrades core GitHub Actions for Node 24 compatibility (checkout/cache/upload-artifact), while 42976 bumps docker/build-push-action and related workflow actions to newer releases. They overlap only at the broad 'workflow maintenance' level, not the same underlying change or code-path problem." + "reason": "Different concrete upgrade targets and intent: 42975 is about Node 24 compatibility for several GitHub Actions, while 42976 updates docker/build-push-action and related actions to latest versions. Shared workflow filenames alone are not enough to treat them as the same change." } ] }, @@ -16354,7 +16403,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "0cf06da84e6ce17eb5573f3679a6b75c21e123d895510d8f9c43efca4e4d54f8", + "prepared_review_unit_hash": "33d9b794caa391a844c280c68b985ec396f59201dd5b939bf5b00036260737b3", "component_budget": { "node_count": 4, "item_count": 4, @@ -16376,48 +16425,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM). They share a common template/scaffold pattern, but they target different models, code paths, and docs, so they are not duplicates.", + "summary": "All four PRs are model-introduction changes with similar boilerplate (docs, auto registries, tests), but they target different architectures and code paths, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate here; if a representative is needed, #43451 (Molmo2) is the most feature-complete of the set, but it is still a distinct model addition rather than the same change as the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#43451 has the broadest scope and most complete implementation/test coverage among these model-addition PRs, but it should only be considered a representative example, not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo) with different files and implementations; shared docs/auto-registration scaffolding is not enough to treat them as the same change." + "reason": "Different models (ViT NEPA vs Molmo) and different implementation files; shared auto/docs scaffolding is expected for model additions, not evidence of the same fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not fix the same code-path problem and could not be merged into one PR." + "reason": "Different model families and separate code paths; both are new model integrations, but not the same underlying bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model integrations with different modeling and conversion code, so this is not a duplicate." + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to generic registry/docs updates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model variants with different implementation files and capabilities; similar naming and shared auto-mapping/docs are not sufficient to merge as duplicates." + "reason": "Molmo and Molmo2 are distinct models with separate modeling, processing, and conversion code; similar naming is not enough to treat them as duplicates." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; overlapping registry/docs edits are incidental and do not indicate the same underlying bug or change." + "reason": "Molmo and CTSM address different architectures and tasks; the shared files are generic integration points only." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model PRs with different code paths and test suites; they are not the same underlying fix or feature." + "reason": "Molmo2 and CTSM are unrelated additions with different model code and tests, so they should not be merged as one PR." } ] }, @@ -16439,86 +16488,63 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43291-5", + "cluster_id": "cluster-43291-3", "nodes": [ "pull_request:43291", "pull_request:43665", - "pull_request:44815", - "pull_request:45747", - "pull_request:45749" + "pull_request:44815" ], "soft_pairs": [ "pull_request:43291|pull_request:43665", "pull_request:43291|pull_request:44815", - "pull_request:43665|pull_request:44815", - "pull_request:43665|pull_request:45747", - "pull_request:43665|pull_request:45749", - "pull_request:44815|pull_request:45747" + "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "a08203b030e6cfd4ba626e78e6254c1a5e22fb2864ddafecfa5c40dde8b67bbd", + "prepared_review_unit_hash": "4bd63e3ce0ba4d6196f6ca455d8cdbb8eed03a08abbbf139848acc0d6361da4d", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 6, - "serialized_chars": 10367, - "estimated_input_tokens": 2592, - "estimated_eval_tokens": 5440 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7090, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 6, - "serialized_chars": 10367, - "estimated_input_tokens": 2592, - "estimated_eval_tokens": 5440 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7090, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated: one substantive FP8/dequant code fix, one Whisper test/tokenizer fix, one test-only placeholder patch, one vague batch-size fix with no diff shown, and one docstring typo. No issue is present; the strongest PR is the FP8/dequant fix.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: 43291 fixes Whisper decoding/tests, 43665 is test-only edits for CLIP/ViT, and 44815 is a separate FP8/dequantization fix. The only close-looking pair (43665, 44815) shares superficial test similarity, but they do not target the same bug or code path.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the clearest substantive bug fix, with real code-path changes in model loading and FP8 quantization integration; the other PRs are test-only, vague, or documentation-only.", + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it is the most substantive and clearly scoped code fix (core loading + FP8 integration), whereas the other two are either unrelated or mostly test-focused.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best standalone change to keep because it addresses an actual runtime/dequantization path rather than test scaffolding or wording changes.", + "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it contains a concrete implementation fix across real library code and is the least ambiguous artifact to keep as the representative.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs. CLIP/ViT test placeholders; different models and different kinds of changes." + "reason": "Whisper tokenizer decoding fix vs CLIP/ViT test edits; they do not share the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding/tests are unrelated to FP8 model-loading/dequantization changes." + "reason": "Whisper timestamp decoding fix is unrelated to the FP8/dequantization changes in Mistral/core loading." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only assertions in vision tests are not the same underlying bug as the FP8/dequant code fix." - }, - { - "left": "pull_request:43665", - "right": "pull_request:45747", - "accept": false, - "reason": "Test stubs in CLIP/ViT are unrelated to an unspecified split-batch-size fix." - }, - { - "left": "pull_request:43665", - "right": "pull_request:45749", - "accept": false, - "reason": "Vision test placeholders do not match a continuous_batching docstring spelling correction." - }, - { - "left": "pull_request:44815", - "right": "pull_request:45747", - "accept": false, - "reason": "FP8/dequant logic and split-batch-size behavior are different code paths with no shared concrete bug." + "reason": "Despite superficial test similarity, one PR is test-only while the other fixes a concrete FP8 dequant/code-loading path; not the same change." } ] }, @@ -16548,7 +16574,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "fce4bd253549e3d2542bcb04d5b82834f4a4aaac7cda7fdbc14b9410fbc18502", + "prepared_review_unit_hash": "e276e3d6d9764082ce4ef62e71b25725baf02482561397ed4ada3d7948e50598", "component_budget": { "node_count": 2, "item_count": 2, @@ -16570,18 +16596,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both test/bot-oriented, but they change different areas and do not appear to fix the same concrete problem. The shared Vit test file looks incidental rather than evidence of duplication.", - "confidence": 0.79, + "summary": "These two PRs are not duplicates: one is a bot/checker version-format test PR focused on setup/version/dependency plumbing, while the other is a broader CI/workflow and test-helper change with a different purpose. The shared vit test file is incidental.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate canonical PR here; the two PRs target different bot/test concerns. If one must be chosen as the cluster representative, PR #43532 is the better fit because it contains the more substantive workflow/bot behavior changes, while PR #43488 is mainly a narrow repo-bot formatting check.", + "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the broader, more substantive change set and clearer cross-file context; #43488 looks like a narrow repo-bot validation PR.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the stronger representative for the cluster because it touches the CI/comment/diff-display machinery directly and has broader behavioral impact. PR #43488 is a small synthetic setup/version tweak and is less representative of the cluster.", + "best_pr_reason": "PR #43532 is the best standalone PR candidate for this cluster: it has the richer implementation context and is less clearly a one-off validation change than #43488.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the diffs are unrelated in substance. #43488 changes setup/versioning and a vit test as a repo-bot formatting check, while #43532 changes GitHub workflows, testing utilities, and notification code for diff/comment behavior. Shared test-file overlap is incidental, not the same underlying fix." + "reason": "Different underlying changes: #43488 is a setup/version-format bot-check PR, while #43532 changes CI workflows and test utilities. Shared vit test edits do not indicate the same bug or mergeable fix." } ] }, @@ -16611,12 +16637,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "a052fb4292f19ede9cfa7770fa2917f918e9733c6c0719e15d47db3c9f487336", + "prepared_review_unit_hash": "07af33b8685871f0524040d351b3709d306b32c81e9c8220631dfe90fa132022", "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 }, @@ -16624,7 +16650,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16633,18 +16659,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature PRs: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share scaffolding and docs patterns, but not the same underlying pipeline or code-path change.", - "confidence": 0.96, + "summary": "These are two separate feature PRs for different promptable segmentation pipelines. They share some documentation/registration boilerplate, but the titles, model integrations, and test files indicate distinct functionality rather than one underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different segmentation pipelines with different model/test coverage and should not be collapsed into one duplicate target.", + "canonical_pr_reason": "No canonical PR: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation; they are different features and not mergeable as a single fix/change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for this cluster; both are valid but separate feature additions, so neither should represent the cluster.", + "best_pr_reason": "No single best PR for deduping this cluster, since the PRs target different segmentation pipelines and different model paths.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and implementations: concept segmentation vs visual segmentation, with different pipeline files, model integrations, and tests. Shared docs/registry scaffolding is not enough to treat them as the same change." + "reason": "Do not merge: despite shared docs and pipeline-registration files, these PRs implement different pipelines with different model/test coverage (SAM3 vs SAM/SAM2/EdgeTam), so they are not the same underlying change." } ] }, @@ -16674,7 +16700,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "48e6916cb0f2bd039725ebc5d1d0fd2633f12073bbf52e64417ba298a7c82304", + "prepared_review_unit_hash": "675e85e3ab92fabf57034cd50195b2864626bf53cbe2bf37ef734ffe5331a64e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16696,8 +16722,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py`, but they implement different Trainer extension hooks for different code paths: one for gradient-accumulation loss scaling, the other for signature/column filtering. They are related by subsystem, not the same change or bug.", - "confidence": 0.95, + "summary": "Both PRs only share `src/transformers/trainer.py`; they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom trainers/PEFT. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16707,7 +16733,7 @@ "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying Trainer behaviors: `_loss_is_scaled_for_ga` changes loss scaling during training, while `_get_signature_columns` changes input column filtering based on model signature. Shared file alone is not enough to treat them as duplicates." + "reason": "Different code paths and goals: one changes loss scaling behavior in `training_step`, the other refactors signature-column inspection for dataset column filtering. Same file/subsystem is not enough to treat them as duplicates." } ] }, @@ -16739,12 +16765,12 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "b377c268cc62d0fe86c8200158b61474990b70a20461a7f419286242d5a97559", + "prepared_review_unit_hash": "bc71e5147f9a4afcc4e187eb1399de191cdb20a12c23550768337a1579e60821", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5991, + "serialized_chars": 5992, "estimated_input_tokens": 1498, "estimated_eval_tokens": 3252 }, @@ -16752,7 +16778,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5991, + "serialized_chars": 5992, "estimated_input_tokens": 1498, "estimated_eval_tokens": 3252 }, @@ -16761,30 +16787,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs point at the same runtime-annotation problem in `src/transformers/cli/serve.py`, but `43842` is the most direct and minimal fix. The other two appear to be broader annotation-cleanup variants of the same bug, not separate changes.", - "confidence": 0.8, + "summary": "Two PRs appear to be alternative fixes for the same TypeAdapter/pydantic annotation NameError in `src/transformers/cli/serve.py` (43836 and 43842). The third PR (43656) looks related in file and symptom family but is tied to a different issue target and a broader type-annotation cleanup, so I would not merge it as a duplicate of the others.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest representative: it directly fixes the `TypeAdapter` NameError by moving the import under `TYPE_CHECKING` and stringifying the annotation, with a focused diff tied to the reported CLI crash.", + "canonical_pr_reason": "PR 43842 is the clearest, most specific fix for the concrete runtime bug: it directly addresses the TypeAdapter NameError when pydantic is absent and keeps the change narrowly scoped.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best overall PR to keep because it is the most targeted fix for the concrete `TypeAdapter` NameError and is less entangled with broader typing refactors than the others.", + "best_pr_reason": "PR 43842 is the best representative of the cluster because its title and diff align tightly with the underlying failure mode, while 43836 is a broader/less precise variant and 43656 appears to be a different annotation-related fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same `serve.py` annotation-evaluation crash in the CLI; `43656` is a broader typing-postponement variant of the same runtime NameError fix." + "accept": false, + "reason": "Same file and similar symptom family, but the issue targets differ and 43656 looks like a broader annotation/type-hint cleanup rather than the same concrete pydantic-less TypeAdapter fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both target the same `TypeAdapter`/annotation NameError in `src/transformers/cli/serve.py` and could plausibly be combined into one patch for the same code path." + "reason": "Both target the same issue and patch the same Serve CLI TypeAdapter NameError in `serve.py`; they look like alternative implementations of the same underlying fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary and PR selection are grounded in the packet: 43842 is indeed the most targeted fix, and the pairwise merges are plausibly the same serve.py annotation/NameError bug family and look mergeable. The wording is slightly broad for 43656, but not enough to reject." + "feedback": "The assessment is grounded in the packet and stays conservative. The 43836/43842 pair has shared issue-target evidence and clearly looks mergeable as alternative fixes for the same Serve CLI TypeAdapter/pydantic bug. The 43656/43842 pair only shares filename/symptom family and has a different issue target, so treating it as non-duplicate is appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -16931,8 +16957,8 @@ "pull_request:44059|pull_request:44722", "pull_request:44098|pull_request:44101", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "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", @@ -16941,8 +16967,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -16962,7 +16988,7 @@ "pull_request:44010|pull_request:44018", "pull_request:44071|pull_request:44129", "pull_request:43996|pull_request:44161", - "pull_request:43996|pull_request:44074", + "pull_request:43996|pull_request:44017", "pull_request:44010|pull_request:44044", "pull_request:44044|pull_request:44074", "pull_request:44066|pull_request:44722", @@ -16974,397 +17000,427 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "d77b78cb77b3f77a64dce8d49d1a8d4bf0d55fe7821c0996f56eeab5ed8aa1da", + "prepared_review_unit_hash": "54e108b074373871b2eafba14a246658776d5896e96edbd843a639051789778d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84519, - "estimated_input_tokens": 21130, - "estimated_eval_tokens": 42516 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76953, - "estimated_input_tokens": 19239, - "estimated_eval_tokens": 38734 + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad wave of model-by-model output-tracing refactors around the same umbrella tracking issue, but most PRs are not duplicates of each other because they target different model implementations. The only clear duplicate subclusters are the GPT-J/CodeGen refactors and the GPT-Neo pair.", - "confidence": 0.83, + "summary": "Mostly a broad family of output-tracing refactors across many models, but only two clear duplicate subgroups stand out: GPT-J/CodeGen and GPT-Neo. The rest are same-pattern migrations in different code paths and should stay separate; there is no single cluster-wide canonical PR.", + "confidence": 0.63, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor set: it explicitly targets the tracking issue, touches the same GPT-J code path as the narrower GPT-J-only PRs, and is the most complete version of that concrete change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "44722 is the best single PR anchor because it most fully captures the duplicate GPT-J refactor family and subsumes the narrower GPT-J-only variants.", + "best_pr_reason": "44722 is the best representative of the clearest duplicate subgroup: the GPT-J/CodeGen output-tracing refactor. It covers the same concrete code path as 44066 and 44085, while the rest of the cluster is too mixed to support one universal canonical PR.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; sharing the umbrella output-tracing issue is not enough." + "reason": "Different model families and code paths; same refactor theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet vs DeBERTa-v2 are separate implementations of the same refactor theme, not the same change." + "reason": "Different model families; only the output-tracing migration pattern overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file; 44066 is just a broader version that also includes CodeGen." + "reason": "Same GPT-J output-tracing refactor family in the same core file, with near-identical decorator migration." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet-style CV refactor vs EfficientNet; same umbrella topic, different underlying change." + "reason": "RegNet/ResNet/RT-DETR versus EfficientNet; unrelated model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated code paths." + "reason": "EfficientNet versus GPT-J/CodeGen; same migration style, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the general refactor theme overlaps." + "reason": "GPT-J/CodeGen versus EfficientNet; different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are separate model implementations, not duplicate fixes." + "reason": "MobileNetV2 versus DeBERTa V2; different subsystems and fixes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; same pattern, different model code." + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor pattern matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same file/test area; this looks like a rebased or revised duplicate." + "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py and look like the same underlying change family." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are unrelated concrete implementations." + "reason": "GPT-J/CodeGen versus MPT; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model changes." + "reason": "GPT-J/CodeGen versus GPT-Neo; related tooling, but not the same concrete model change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same umbrella issue only." + "reason": "GPT-Neo versus GPT-J/CodeGen; same category of migration, but different model changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are different model-specific refactors." + "reason": "ResNet versus GPT-J/CodeGen; unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths." + "reason": "MGP-STR versus GPT-J/CodeGen; shared refactor language only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are distinct model implementations." + "reason": "ResNet versus GPT-J; different model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are separate refactors, not the same bug fix." + "reason": "GPT-Neo versus ResNet; same pattern, different concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model code paths." + "reason": "ResNet versus MPT; not the same bug/change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo versus Flaubert; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen; related refactor theme, not the same specific change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are not the same underlying fix." + "reason": "GPT-Neo versus Flaubert; only the standardized-output theme matches." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are separate model refactors." + "reason": "GPT-Neo versus MGP-STR; different models." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different code paths." + "reason": "GPT-Neo versus GPT-J; same migration class, but not the same concrete fix." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model implementations." + "reason": "GPT-Neo versus MGP-STR; not the same bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J; different model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different models; shared output-tracing theme is too broad." + "reason": "GPT-2 versus MGP-STR; unrelated model implementations." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR do not fix the same concrete code path." + "reason": "GPT-J/CodeGen versus MGP-STR; only broad output-tracing migration overlaps." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." + "reason": "GPT-2 versus GPT-J/CodeGen; not the same code-path problem." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model implementations." + "reason": "ViLT versus Flaubert; unrelated model changes." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated concrete changes." + "reason": "GPT-Neo versus MPT; different model families." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and LongT5 are distinct model code paths." + "reason": "SegFormer versus GPT-J/CodeGen; no shared concrete fix." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are different underlying changes." + "reason": "SegFormer versus LongT5; same refactor family only." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and VisualBert are separate refactors." + "reason": "SegFormer versus VisualBert; different models and changes." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are not the same model bug or change." + "reason": "GPT-Neo versus MPT; only the decorator migration overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT versus MGP-STR; unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are unrelated concrete implementations." + "reason": "RegNet versus VisualBert; different concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer versus MPT; not the same change." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert are different model refactors." + "reason": "VisualBert versus Flaubert; different model-specific refactors." }, { "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MPT are separate model code paths." + "reason": "GPT-2 versus MPT; unrelated model implementations." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model-specific changes." + "reason": "GPT-2 versus GPT-Neo; same migration category, not the same fix." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPNet and Flaubert are unrelated concrete changes." + "reason": "GPT-Neo versus GPT-2; different model code paths." }, { "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and SegFormer are separate CV model refactors, not duplicates." + "reason": "MPNet versus Flaubert; unrelated model changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and MPNet are distinct code paths." + "reason": "VisualBert versus LongT5; same standardization theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are different model families." + "reason": "Flaubert versus LongT5; not the same underlying bug/change." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and Flaubert are unrelated model changes." + "reason": "RegNet versus SegFormer; different concrete implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and GPT-Neo are separate implementations." + "reason": "RegNet versus MPNet; unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are unrelated model code paths." + "reason": "SqueezeBert versus MPT; different models." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBert are different models." + "reason": "SqueezeBert versus VisualBert; not the same fix." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are not the same underlying change." + "reason": "GPT-Neo versus SpeechT5; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; no shared concrete bug or change." }, { "left": "pull_request:44071", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are unrelated refactors." + "reason": "MPT versus SpeechT5; different code paths." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are completely different model code paths." + "reason": "CVT/FNet versus LongT5; same refactor theme only." }, { "left": "pull_request:43996", - "right": "pull_request:44074", + "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet and TextNet are separate model refactors." + "reason": "CVT/FNet versus SegFormer; different models and changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa-v2 are different model implementations." + "reason": "SqueezeBert versus DeBERTa V2; unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa-v2 and TextNet are unrelated changes." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different concrete changes." + "reason": "DeBERTa V2 versus TextNet; different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J refactor family; 44722 is the broader successor that also includes CodeGen." + "reason": "Same GPT-J/CodeGen refactor family with matching files and near-identical output-tracing changes." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path; 44722 subsumes the narrower GPT-J-only PR." + "reason": "Both center on the same GPT-J output-tracing refactor and touch the same core file." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model changes." + "reason": "GPT-J versus SpeechT5; different implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model-specific output-tracing refactors." + "reason": "FNet/CVT versus RegNet; different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 do not share the same underlying change." + "reason": "FNet/CVT versus SpeechT5; unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa-v2 and SpeechT5 are separate model refactors." + "reason": "DeBERTa V2 versus SpeechT5; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and ViTS are different code paths." + "reason": "DeBERTa V2 versus VITS; same migration style only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; different model-specific refactors." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The accepted soft-edge pairs are plausible duplicates/revisions of the same model-specific output-tracing refactors, and the rejected pairs correctly stay within separate model code paths rather than overclaiming duplication. I don\u2019t see evidence of an unsupported mergeability claim." + "accept": false, + "feedback": "The overall clustering is mostly conservative, but there are precision issues that make this too strong to accept. In particular, the pair 44018 vs 44068 is misdescribed in the reason text (44068 is GPT-Neo, not GPT-J/CodeGen), and the summary overstates exclusivity by implying only two duplicate families exist when the packet supports a mixed set of related refactors rather than a single clearly duplicate anchor. The true-pair judgments for the GPT-J/CodeGen and GPT-Neo subgroups may be reasonable, but the writeup is not precise enough throughout." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17396,20 +17452,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f901b03a01f140e3364665fc7e8eca313849048875bd8d84cf87e919f494a772", + "prepared_review_unit_hash": "cedeed713c3001df802e72c64471a0a2a4d7c086f47a78b41f158ac19f8db9c6", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84519, - "estimated_input_tokens": 21130, - "estimated_eval_tokens": 42516 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13066, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17418,42 +17474,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are model-specific PRs all refactoring output tracing/capture to the new standardized decorator pattern, but they target different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.95, + "summary": "These are all model-specific refactors to standardized output tracing/capture_outputs, but they touch different architectures and code paths. They look thematically similar, not like duplicate fixes or mergeable PRs for the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, making it the clearest anchor for this thematic cluster.", + "canonical_pr_reason": "PR 44073 is a clean representative of the cluster theme: a single-model output-tracing refactor with the standardized capture_outputs/can_return_tuple pattern, without extra cross-model or issue-specific context.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best overall representative because it is the most concretely scoped and the only one tied to a tracking issue; however, it is still model-specific rather than a duplicate of the others.", + "best_pr_reason": "PR 44073 is the best global representative because it most clearly expresses the shared refactor intent in a concise, model-local way; however, it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but one is VisualBert and the other is TextNet; they touch different model implementations and are not the same underlying fix." + "reason": "Same general refactor pattern, but different models (VisualBERT vs TextNet) and different files/code paths; not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same broad refactor theme, but MPNet and VisualBert are distinct code paths with model-specific changes, so they should not be merged as duplicates." + "reason": "Both migrate output tracing, but they are independent model implementations with different tracing targets and local refactors; too broad to merge as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate MPNet and TextNet refactors of the standardized output-capture pattern, not one concrete bug or change." + "reason": "Shared decorator/capture_outputs migration pattern only; different models and separate implementation details, so not the same concrete fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; the similar decorator migration is only thematic, not a duplicate fix." + "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths and these are separate PRs." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both modernize output tracing, but SqueezeBert and SpeechT5 modify different model-specific forward paths and are not plausibly one combined PR." + "reason": "SqueezeBert decorator refactor and SpeechT5 output-capture refactor are different model-specific changes; the shared tracking theme is too broad for duplication." } ] }, @@ -17533,274 +17589,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "229b8e7c3e703507881ab74464325b48b5245d26c4b31ce334e72385559bd30e", + "prepared_review_unit_hash": "91820ce34909c88a5daf34498e99decc1463c508992c5d4457fd954c1b10683b", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all part of a broad output-tracing refactor initiative, but they target different model families and code paths. They are thematically similar, not duplicates of the same fix/change.", - "confidence": 0.88, + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model implementations and code paths. I do not see any exact duplicate PR pairs; they look like separate, model-specific cleanups rather than one mergeable change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is a good cluster representative because it makes the output-tracing transition explicit across two closely related model files and shows the common can_return_tuple pattern seen throughout the set.", + "canonical_pr_reason": "No exact duplicate PR is present; if a representative anchor is needed, 44003 is the broadest model-family refactor because it spans both FalconMamba and Mamba output-tracing changes.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best single representative of the cluster\u2019s recurring refactor pattern, with a concrete multi-file implementation and clear output-tracing scope.", + "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s core refactor pattern, but it still remains distinct from the other model-specific PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same broad refactor theme, but different model families and separate code paths; not one mergeable change." + "reason": "Different models and files; only the refactor style matches." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated model implementations and would not be merged as one fix." + "reason": "Unrelated model code paths; shared output-tracing motif only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Shared refactor pattern only; timm_backbone and univnet are distinct code paths." + "reason": "Different architectures; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; same initiative, not the same underlying bug/change." + "reason": "Same refactor theme, but separate Mamba-family vs timm_backbone code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Both refactor model outputs, but the code paths are unrelated (timm_backbone vs rwkv)." + "reason": "Different model implementations; no shared bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Same output-tracing theme, but mobilenet_v1 and univnet are separate implementations." + "reason": "Mobilenet V1 vs UnivNet; same pattern, different change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Only a broad similarity in refactoring style; no shared concrete bug or code path." + "reason": "Different models and filenames; not one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and target files; not the same change." + "reason": "Separate depth-anything family vs MobileNet V1 refactor." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are parallel refactors in different models, not a single fix." + "reason": "Different encoder stacks; only the naming/theme overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same general tracing refactor, but speech_encoder_decoder and mobilenet_v1 are unrelated." + "reason": "Speech encoder-decoder and MobileNet V1 are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Same refactor pattern, but vision_text_dual_encoder and univnet do not share the same code path." + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; similar output-tracing cleanup only." + "reason": "Different model families; same refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are separate model refactors with no shared concrete bug to consolidate." + "reason": "No shared concrete bug; just a common tracing refactor style." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different subsystems and files; the overlap is only in the tracing refactor pattern." + "reason": "Different model families and files; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Similar output API cleanup, but univnet and upernet are distinct code paths." + "reason": "UnivNet vs UperNet; same output API cleanup, different code." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Not the same underlying bug/change; only a thematic match." + "reason": "Different model code paths; not the same fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families; would not be merged into one PR." + "reason": "Different architectures and targets; no exact overlap." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Both are refactors, but they affect unrelated models and code paths." + "reason": "UperNet and RWKV are unrelated; shared refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No shared concrete change beyond the generic tracing refactor effort." + "reason": "Same broad theme, but distinct model families and changes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model targets and implementation details; not duplicates." + "reason": "FalconMamba/Mamba refactor vs SuperPoint; not the same change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are output-related PRs, but codegen and mamba are separate concrete changes." + "reason": "Different code paths and model stacks; only generic output cleanup overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Shared refactor style only; timm_backbone and codegen are unrelated code paths." + "reason": "Timm backbone and CodeGen are unrelated model implementations." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and separate forward-path changes." + "reason": "UnivNet vs CodeGen; no shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "No single underlying bug/change; just the same refactor theme." + "reason": "Different model families and forward paths; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and codegen are unrelated implementations." + "reason": "Vision-text dual encoder and CodeGen are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are tracing refactors, but depth_anything and vision_encoder_decoder are different model stacks." + "reason": "Depth Anything and VisionEncoderDecoder are different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and files; only broadly similar cleanup." + "reason": "Depth Anything and SpeechEncoderDecoder are separate model families." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Same initiative, but superpoint and depth_anything are distinct code paths." + "reason": "Different models; same tracing refactor idea only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "These are model-specific refactors, not one shared fix." + "reason": "Depth Anything vs RWKV are unrelated fixes." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different targets and implementations; not mergeable as one PR." + "reason": "Different model code paths; not the same underlying change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Output-tracing changes in separate model families; not duplicates." + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Similar refactor pattern only, with no shared concrete bug." + "reason": "Different encoder-decoder variants; not one concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Distinct model code paths; broad theme overlap is insufficient." + "reason": "VisionEncoderDecoder and SuperPoint touch unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "No common underlying change beyond the tracing refactor series." + "reason": "Different model families; same refactor style only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model stacks and separate implementation changes." + "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Same high-level initiative, but not the same code path or fix." + "reason": "Different models and bug surfaces; not mergeable together." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "They are parallel refactors in unrelated models." + "reason": "Speech encoder-decoder and DPR are distinct implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models and forward paths; not one duplicate change." + "reason": "SuperPoint and RWKV are unrelated model paths." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Only the refactor theme matches; the concrete code changes do not." + "reason": "Different models; no shared concrete fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Separate model implementations and output-handling changes; not the same PR." + "reason": "RWKV and DPR are separate code paths with only generic API cleanup in common." } ] }, @@ -17833,7 +17889,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "0ef1716f4f515e04d3fc6f43456eb0c9b75546874b8cdb33cb962020bd724bab", + "prepared_review_unit_hash": "4d6acd145c2c5dd4c4c9ca0ab2a831955b42a020bac4e9216960f1eccbf865b3", "component_budget": { "node_count": 3, "item_count": 3, @@ -17855,30 +17911,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share some boilerplate model-registration files, but they do not appear to fix the same underlying bug or implement the same concrete change.", - "confidence": 0.98, + "summary": "All three items are separate model-addition pull requests with similar scaffolding changes, but they target different models and code paths. The overlap is mostly generated boilerplate and auto-registration, not the same underlying bug or feature.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with distinct code, configs, tests, and docs, so they are not duplicates.", + "canonical_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, more mature model-addition PR with broader implementation and review activity, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative for duplicate triage here because the PRs are unrelated model implementations rather than alternate fixes for the same change.", + "best_pr_reason": "PR 45075 is the best overall PR in the set for representative triage: it is complete, non-draft, and has the richest implementation/testing footprint. It is still not a merge candidate with the others because it introduces a different model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different implementation targets: PenguinVL vs Voxtral TTS. Shared auto-registration/docs files are expected for independent model additions, not evidence of the same change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs boilerplate is expected and does not indicate the same concrete change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are separate model implementations (PenguinVL vs DeepSeek-OCR-2) with distinct configs, model code, and tests; they are not the same code-path fix." + "reason": "Both are new model integrations, but for entirely different models and architectures. Similar file patterns are generic scaffold, not duplicate work." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions. Overlap in transformer registry files is boilerplate, not a shared underlying bug or mergeable joint PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations touching different backends and tests; they should not be merged as one PR." } ] }, @@ -17908,7 +17964,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "6203f6a537273ab9502635ac0724c819ef76bc63e87dc5823f6aff76acb99cf2", + "prepared_review_unit_hash": "3069a7b9a6ed87b09415936843e0a9ff9a272303cd18aaff906c485376efe6eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -17930,18 +17986,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by the broad theme of fusion, but they target different layers and should not be deduplicated: one adds a generic module-fusion API, the other integrates KernelConfig-driven n-to-1 kernel fusion into model loading.", - "confidence": 0.92, + "summary": "Related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-based n-to-1 kernel fusion plumbing and integration changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "Not a duplicate pair; 44979 is the core module_fusion API addition, while 45363 is a separate KernelConfig/integration feature built on top of fusion concepts.", + "canonical_pr_reason": "No duplicate PR pair here; #44979 is a low-level API scaffold for module fusion, while #45363 is a separate end-to-end kernel-fusion implementation using KernelConfig.", "best_issue_reason": null, - "best_pr_reason": "45363 is the more complete end-user feature PR, with a concrete loading/integration path and end-to-end example; 44979 is foundational but narrower.", + "best_pr_reason": "#45363 is the better cluster anchor because it is the broader, user-facing integration PR and includes the actual loading/inference path changes plus an example; #44979 is just the foundational API file.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Reject: both are fusion-related, but 44979 introduces a generic module-fusion API, whereas 45363 implements a separate KernelConfig-based n-to-1 kernel fusion integration. They do not appear to fix the same concrete code-path problem and would not be merged as one PR." + "reason": "Related topic, but not the same concrete change: #44979 introduces a module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across modeling/integration code. They would not plausibly be merged as one PR." } ] }, @@ -17971,7 +18027,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d66176afe9feeb6175f0d4c6b2e86bba9812f4dc84103dde03ec0098c12888ee", + "prepared_review_unit_hash": "c3016c152df81ad7707816a18209d16524ad6b4505366d2b8965e639fe1156f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17993,18 +18049,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex pre-tokenizer AttributeError in the same file, and 45317 is the more complete version with test coverage.", + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus test coverage.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45317 is the better canonical PR: it applies the same code fix as 45086 and also adds a test, making it the more complete representative.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 and adds tests in `tests/models/auto/test_tokenization_auto.py`, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45317 is the strongest PR candidate overall because it addresses the same concrete bug with additional regression coverage.", + "best_pr_reason": "45317 is the strongest overall PR because it addresses the bug with the same code change as 45086 and includes validation via tests, while still targeting the same explicit issue 45081.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target file, and the diffs overlap materially; 45317 just adds tests." + "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code-path fix, and 45317 is essentially the same patch with added tests; these are duplicates/overlapping fixes that could plausibly be merged into one PR." } ] }, @@ -18034,7 +18090,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "6bb8333098594d16bb03bb518604c583eb79aa2799f9e2cbc23cd59563f4c984", + "prepared_review_unit_hash": "40ceec4cbe2cb54541b1ad8f0de3da302f6dbf471ae4209257c1f52626de71d1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18056,18 +18112,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs overlap in a few core files, but they address different levels of change: one is a narrow refactor/conversion-mapping update, the other is a broader architectural split into NemotronHDense/NemotronHSparse with docs and tests. They should not be deduplicated.", - "confidence": 0.91, + "summary": "These two PRs are related to Nemotron H, but they are not the same change: one is a focused checkpoint conversion/mapping refactor, while the other is a broader model split and documentation/update PR. I would not deduplicate them.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete change: it introduces the dense/sparse model split, updates auto-mappings/docs, and adds tests, so it better represents the overall NemotronH architecture work.", + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more central architecture change: it introduces the dense/sparse model split, updates auto/model registrations, docs, and tests, and subsumes the NemotronH refactor context.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative because it covers the finalized end-state of the feature, while #45115 is a narrower preparatory refactor focused on conversion/key renaming.", + "best_pr_reason": "PR #45569 is the best representative of the underlying work because it carries the main user-facing/model-structure change, while PR #45115 is a narrower conversion-mapping follow-up focused on weight renaming and compatibility.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but #45115 is a targeted refactor/conversion-mapping change, while #45569 is a broader model-split and documentation/test update. Same subsystem, but not the same concrete code-path problem." + "reason": "They share NemotronH internals, but the concrete changes differ: #45115 is a small conversion-mapping/weight-renaming refactor, whereas #45569 introduces the dense/sparse model split, docs, auto-mapping, and tests. They do not look mergeable as one PR for the same bug/change." } ] }, @@ -18097,7 +18153,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3f57fcf67c74a7c5c860151ab4d6dc4a8e3abfb0c3c0e451800a02a8f817963a", + "prepared_review_unit_hash": "a1160c0df5f6673e7eb07c1a56a4679c90b567d386d1fd7327f6a1e548e91272", "component_budget": { "node_count": 2, "item_count": 2, @@ -18119,18 +18175,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs for heterogeneous-model work: one adds per-layer config support, the other adds broader heterogeneous model/runtime support. They share foundation files, but they are not the same concrete change.", - "confidence": 0.89, + "summary": "These two PRs are related but not duplicates: one adds heterogeneous config support, the other adds broader heterogeneous modeling/cache/masking support on top of that foundation. They overlap in shared helper/config files, but they target different layers of the feature and would not cleanly collapse into one concrete fix/change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change: it includes heterogeneous configuration handling plus downstream modeling/cache/masking integration, so it subsumes the smaller config-only foundation in #45333.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the broader, more complete feature implementation and best represents the cluster\u2019s end state, but it is not a duplicate of #45333.", + "best_pr_reason": "PR #45332 is the strongest representative of the cluster because it covers the end-to-end feature work and is the more complete implementation of heterogeneous support.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45333 is config-layer support only, while #45332 extends heterogeneous behavior into cache/masking/modeling paths. They are complementary feature pieces, not the same fix and not mergeable as a single duplicate PR." + "reason": "They are related feature pieces, not the same concrete code-path change. #45333 focuses on per-layer config plumbing, while #45332 adds broader heterogeneous modeling and runtime support; they could be sequentially dependent, but not merged as one duplicate PR." } ] }, @@ -18160,7 +18216,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "1e54711d0f4a1398b817573d6bbe2b36041f6047591588775cfde631d5d09977", + "prepared_review_unit_hash": "5c3dc6e9e76ddbbf75e95602b513a6e738bc06f9185307e3f47240ff9f840442", "component_budget": { "node_count": 2, "item_count": 2, @@ -18182,18 +18238,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused pull requests, but they are not the same underlying change: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols and helpers around modeling_utils/peft integration.", - "confidence": 0.9, + "summary": "Two open PRs are thematically related to typing cleanup in transformers, but they are different changes: one is a broad type-checking sweep across many files, the other adds specific typing protocols/aliases for model-related code. Not a duplicate pair.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, coherent typing change; PR 45415 is a broader type-checking cleanup spanning many files and config. They should not be collapsed as duplicates.", + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep, spanning many files and type-checking config changes, so it is the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better representative of the cluster because it has a narrower, concrete code-path goal, while PR 45415 is a sweeping type-checking pass with many unrelated edits.", + "best_pr_reason": "PR 45415 is the best representative because it is the most comprehensive typing-oriented change and covers the widest affected surface area.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both touch typing-related files, but 45415 is a broad type-checking enablement/cleanup across many modules, while 45425 adds specific typing interfaces and adjustments in modeling_utils/peft. They are not the same concrete fix and would not plausibly be merged as one PR." + "reason": "Shared typing-related filenames are not enough here: 45415 is a broad type-checking pass, while 45425 is a narrower PR adding typing protocols/aliases for specific model-related paths. They do not look like the same underlying fix and would not plausibly merge as one PR." } ] }, @@ -18223,12 +18279,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "818f0eea79fc7a4216c0c167f3f6ff657c251d47199b6bc17680f42d195f4fca", + "prepared_review_unit_hash": "4afe32e45e0d6f0801f944931315394584e189c84a468d27a0f69348bd6501a7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5158, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18236,7 +18292,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5159, + "serialized_chars": 5158, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18245,18 +18301,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP code, while the other only updates Qianfan OCR XPU test expectations.", + "summary": "The two pull requests are unrelated: one fixes a real device-placement bug in AltCLIP/ChineseCLIP model parallelism, while the other only updates Qianfan OCR XPU test expectations.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it changes the actual model code to move buffered token type IDs onto the correct device, fixing a concrete runtime/device-placement bug across multiple model implementations.", + "canonical_pr_reason": "PR 45487 is the substantive code fix for a concrete runtime/device bug; PR 45615 is test-only and does not address the same underlying problem.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best PR in the cluster since it addresses a substantive code-path defect; PR #45615 is test-data-only and does not appear to fix the underlying implementation.", + "best_pr_reason": "PR 45487 is the best representative of the cluster because it fixes the actual code-path issue across model implementations, whereas PR 45615 only adjusts backend-specific test outputs.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Reject: they target different models and problems. #45487 fixes AltCLIP/ChineseCLIP model-parallel device handling in core code; #45615 only adds XPU test expectations for qianfan_ocr." + "reason": "Different artifacts and different problems: 45487 fixes token_type_ids/device handling in AltCLIP/ChineseCLIP, while 45615 only adds XPU test expectations for Qianfan OCR. They should not be merged as one PR." } ] }, @@ -18286,12 +18342,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a35e6384f6aafadf2ec48b4de3e8e5353eab46614d90ae5741dffb7039228700", + "prepared_review_unit_hash": "5c1f7377f59f88c033e09e9abd39f57163ff9c91c7820fddccecc120c0e1e8ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18299,7 +18355,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18308,18 +18364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert-parallel loading behavior, but they target different failure modes and code paths: one is about EP + DeepSpeed ZeRO-3/accelerate launch config handling, the other about expert tensors being overwritten during FSDP2-style distributed loading.", - "confidence": 0.88, + "summary": "These are related to expert parallelism, but they address different loading bugs and different code paths: one is about serializing/config-loading EP state for Accelerate + ZeRO-3, the other is about preventing expert weights from being overwritten during FSDP2-style loading. They are not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative because it names a concrete bug ('experts silently overwritten by rank-0 broadcast') and the diff shows a focused fix in the loading path, including distributed post-shard wrapping and EP-related integration changes.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a more concrete, runtime corruption bug in the loading path with a broader set of implementation changes.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best overall candidate in this cluster: it addresses a specific, concrete expert-parallel corruption issue with a targeted code change, whereas 45548 is a separate loading/configuration fix.", + "best_pr_reason": "PR 45662 is the strongest standalone PR here: it fixes a specific expert-overwrite failure mode with clear code-path impact and cohesive edits across loading and MoE integration.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Do not merge: they share the broad EP/loading subsystem, but the bugs differ. 45548 fixes EP + ZeRO-3 loading via accelerate launch and config serialization; 45662 fixes expert tensors being overwritten during distributed/FSDP2 loading. Not the same underlying change." + "reason": "Same broad EP area, but different underlying bugs: 45548 focuses on config/serialization and Accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being silently overwritten during distributed loading. They are not mergeable as one PR." } ] }, @@ -18341,72 +18397,54 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45639-3", + "cluster_id": "cluster-45639-2", "nodes": [ "pull_request:45639", - "pull_request:45645", - "pull_request:45778" + "pull_request:45645" ], "soft_pairs": [ - "pull_request:45639|pull_request:45645", - "pull_request:45645|pull_request:45778", - "pull_request:45639|pull_request:45778" + "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "2b893865bf30eb52deb5c59e15534f5a27f8b6a58ed4029ccf492982476d6e80", + "prepared_review_unit_hash": "4d810b3001120200d3c0c60db914791c9a1dc88895d691c761dcffd161315ca9", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 45645 is still the strongest representative of the cluster because it covers the xdist-safe captured_info fix and the CI-side handling for multiple captured_info files. PR 45639 and 45778 look like related but not clearly mergeable variants of the same bugfix, so the 45639\u219445778 edge should be rejected.", - "confidence": 0.84, + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; 45645 appears to be the broader follow-up that includes the core fix plus CI log aggregation changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it combines the core xdist-safe captured_info fix with the workflow change needed to consume per-worker artifacts, making it the most complete end-to-end implementation.", + "canonical_pr_reason": "PR 45645 is the more complete representative: it includes the worker-safe captured_info handling in testing_utils and also updates CI/notification handling so multiple xdist outputs are preserved and surfaced.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative for the cluster because it addresses the same testing_utils xdist collision and also preserves CI debug log collection across multiple captured_info files.", + "best_pr_reason": "PR 45645 best captures the full underlying change set for the xdist captured_info problem; 45639 is a narrower subset focused only on the file-path fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both change the same testing_utils code path to avoid captured_info collisions under pytest-xdist; 45645 is a broader version that adds the CI artifact handling, but it is still the same underlying fix." - }, - { - "left": "pull_request:45645", - "right": "pull_request:45778", - "accept": true, - "reason": "45778 is a narrower source-only variant of the same worker-specific captured_info fix that 45645 implements, with the same concrete bug and code path." - }, - { - "left": "pull_request:45639", - "right": "pull_request:45778", - "accept": false, - "reason": "They share the same issue target and general intent, but the diffs suggest different implementations of the xdist fix rather than a clearly mergeable single change; that is not strong enough to treat them as duplicates." + "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 extends the same fix with related artifact collection changes, and the two could plausibly be merged into one PR." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is too strong: 45639 vs 45778 should not be accepted as mergeable based only on a shared issue target and similar intent. The packet marks that pair as deterministic_accept=false, and the diffs suggest potentially different implementations of the same bugfix rather than clearly mergeable changes. Please keep that verdict conservative or reject the pair. The other pairwise links to 45645 are better supported." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index cdf29e32343c7606fad7086ffdccd471c74be0a8..b46a4c4a39511df659e0d02b39fd616ea942d484 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260505t120036z", + "analysis_id": "hybrid-model-20260505t180037z", "archived_artifacts": { - "hybrid": "snapshots/20260505T120036Z/analysis-runs/hybrid-model-20260505t120036z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260505T120036Z/analysis-runs/hybrid-model-20260505t120036z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-05T12:09:10Z", + "published_at": "2026-05-05T18:11:42Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260505T120036Z", + "snapshot_id": "20260505T180037Z", "variant": "hybrid" } diff --git a/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json b/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..00f86a6e0b067f94de30c57a5cfa7839ffebde71 --- /dev/null +++ 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"duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-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, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..51984c45edbedc035427b77083653f02b400f902 --- /dev/null +++ b/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18582 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260505T180037Z", + "generated_at": "2026-05-05T18:11:38Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "a33f53d72c84a46287e31bd14534b3d1a12b893380ba468170543a7c327c78d0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not look like duplicates of the same underlying bug. #16618 is a generic model-loading failure, #15980 is specifically about a bad error message when trying to download a private model without being logged in, and #13244 is about Tapas tokenization differing from TensorFlow code. The soft similarity appears too weak to merge any pair.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical duplicate stands out because the topics are different; if one had to be chosen, #16618 is the broadest user-facing model-loading issue, but it does not actually match the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most central and generally phrased issue in this set, so it is the best representative only in a very loose sense; however, it should not absorb the other two as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different bugs: Tapas tokenization parity vs a generic inability to load bert-base-uncased. No shared concrete code path is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Related to model downloading/loading at a high level, but one is an auth/error-message problem for private models and the other is a model load failure for bert-base-uncased; 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": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "ac890ac22fb4706343b6c9a8caec1d8cb7f902f4f978b41f9ce38968ed8a907e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47122, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; only the DeepSpeed ZeRO-3 index-out-of-bounds reports look like true duplicates. Most other pairs are unrelated model-specific runtime errors or separate documentation issues.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:41762 is the best representative of the one coherent duplicate thread: a generic DeepSpeed ZeRO-3 loading failure that also appears in the BertModel reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated backends and symptoms: AMD GPU support vs MPS histogram int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the AMD GPU crash." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model/backend problems with no shared concrete code path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is not the same as the AMD GPU issue." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: DeepSpeed collective mismatch vs ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different model/pathology: ONNX export vs auto device mapping CUDA assert." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different removed docs references and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index-style errors, but one is ZeRO-3 model loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures: ZeRO-3 Bert loading vs mask/index shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping bug and tensor shape mismatch are different issues." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch and ZeRO-3 loading index error are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure for Bert-model variants; one fix could plausibly cover both." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization bug and LoRA merge/save inconsistency are separate model-behavior issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/load mismatch." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors with different code paths and symptoms." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading bug is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different failure mechanisms." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM issue is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen NVFP4 crash are different problems." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRl SFT embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds load failure; Gemma3 and Bert appear to hit the same generic bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different docs references removed in v5; not the same underlying issue." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Different model families and distinct runtime failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and unrelated failure modes." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility bug and Qwen NVFP4 runtime failure do not match." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure and MPS histogram error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and MPS histogram int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure is unrelated to Phi autocast dtype mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window_pattern/vLLM error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/index shape mismatch and ZeRO-3 index-out-of-bounds are different bug classes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic PretrainedConfig regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Same pair as above: different Qwen3.5 chat/runtime failures." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure does not match the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head tying bug and checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference error and MPS backend error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing issue and MPS histogram backend issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing issue and autocast dtype mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import failure and sliding_window_pattern issue are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template compilation failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask/index shape mismatch and ZeRO-3 loading index error are different concrete failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the closely aligned DeepSpeed ZeRO-3 index-out-of-bounds loading issues, while the other verdicts are appropriately split by distinct model/backend/symptom combinations. No 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": 16, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "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:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45685", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "80f7dad570e1ac4eb4bc7022d3532f01dc24ceb9715a9bd44c1f007fa415379d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated; the only clear duplicate family is the non-persistent-buffer regression in Transformers 5.x, with a separate likely SigLIP2 duplicate pair. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer corruption regression: it states the root symptom explicitly and matches the related 43644/44534 reports most directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the broadest and most explicit issue in the only strong duplicate subcluster, so it is the best global issue anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different bugs: model loading/vLLM compatibility versus GGUF architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config regressions, but they target different fields and failure modes." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM from memory behavior is unrelated to tied-weights regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure is not the same as GPT-OSS tensor-parallel routing not working." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected init_empty_weights argument and pydantic PretrainedConfig field breakage are distinct issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support versus Qwen3.5 streaming inference." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same as the pydantic config-field regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM error and MobileLLM key error are different model-load bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch tracing grouped_mm failure is unrelated to missing Float8 storage lookup." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-length mismatch and zero3 init index error do not describe the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report SigLIP2 producing wrong/nonsensical text-embedding outputs, likely the same underlying regression." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5/TRL input-embedding unpacking." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "SFT trainer unpacking failure and an MPS histogram op limitation are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading custom code, but the failures are different: cache-path collision versus wrong module resolution after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they involve different model families and do not look like one concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache group-type failure is unrelated to tied-weight regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure for Qwen3-MoE is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and a docs typo are not the same underlying issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied weights in translation models." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior does not match the tied-weights regression." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight runtime error and Qwen3.5 trainer unpacking are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to removed command documentation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT unpacking failure and GraniteMoE invalid method are different code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and an NVFP4 runtime error are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: v5 fills non-persistent buffers with junk/corrupts them on load." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated runtime/model-support failures." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/example errors and SigLIP2 embedding-quality complaints are related by model name only, not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as RLHF NaN explosion from 3D position_ids/SDPA fallback." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint and noisy loading behavior are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the non-persistent-buffer regression cluster is supported by the titles and soft pairs, the SigLIP2 pair is phrased conservatively as likely, and all other soft-edge rejections stay cautious. No PRs are present in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue: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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "1cc2649c6b92b6f048a34a2ddf5457e3517142fb597baf2b701e3f7bd677ea91", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37867, + "estimated_input_tokens": 9467, + "estimated_eval_tokens": 19190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The docs pair (43827/44509) is the clearest duplicate. The `_is_hf_initialized` bitsandbytes pair (43872/44291) also looks like the same incompatibility and should be treated as related rather than separate. The rest are too model-, symptom-, or subsystem-specific to merge safely.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44509 is the clearest standalone representative of the v5 docs regression about removed pipeline tasks, with issue:43827 as the earlier/shorter variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44509 is the best global issue representative because it states the docs problem most explicitly and appears to be the fuller report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API mismatch vs DeepSpeed ZeRO-3 model loading; different bugs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message vs missing tied-weights attribute; different failures." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both involve loading-time type errors, but the concrete incompatibilities are different." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but zero probabilities vs embedding quality regression are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems with different symptoms." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Specific SigLIP2 quality report vs broad tokenization-change report; too broad to merge." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs int4 reserved-memory OOM; related area, different bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from trust_remote_code config vs broader remote_code breakage." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different load errors." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs flash_attn import key error." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is quality regression and the other is HF-vs-JAX discrepancy." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug vs AMD GPU runtime failure; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention Qwen3 training, but one is checkpointing effectiveness and the other is memory usage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3 fine-tuning, but a LoRA compatibility break is not the same as a warning about tie_word_embeddings." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different models and different ZeRO/FP8 loading failures." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different bugs: incorrect detokenization vs model loading failure." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Registry helper failure vs remote_code breakage; not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs bitsandbytes parameter incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure vs flash-attn2 fallback gating." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regression vs a specific tokenizer regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash vs flash-attn2 fallback checks." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say removed v5 pipeline tasks are still referenced in documentation." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but the reports are too vague to treat as one bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head bug vs non-persistent buffer corruption; different code paths." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Model-specific load KeyError vs flash-attn2 fallback gating." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure vs broad remote_code compatibility regression." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Weight-conversion failure vs checkpoint corruption; different issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Model-specific KeyError vs broader remote_code regressions." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different loading problems." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures in Qwen variants, but the concrete symptoms differ too much." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility during loading/init_empty_weights; the titles describe the same underlying bitsandbytes-related bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training failure is unrelated to the bitsandbytes `_is_hf_initialized` incompatibility." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but not conservative enough on at least one soft-edge pair: issue:43872 and issue:44291 both describe the same `_is_hf_initialized` loading incompatibility, so rejecting them as different subsystems overstates the distinction. Since the packet only gives titles, that pair should be treated as likely related or at least uncertain. The docs pair (43827/44509) looks fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "4c127d489ed6f3d82b106f380ac55ddfe4c9d3e385f32988b09acf1b6cfbf369", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36299, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. Two soft-edge pairs are well supported as duplicates (43645/43646 and 41093/44805), while the SigLIP2 pair (38175/43994) is not firmly grounded from the packet and should be rejected. No pull requests are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43646 is the clearest broad representative of the Transformers 5.0 custom-model initialization regression; 43645 is the notebook-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best overall issue representative because it captures the underlying custom-model initialization regression without the notebook-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Qwen3.5 RLHF/position_ids versus Flash Attention s_aux=None crash." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and code paths: Voxtral tokenizer error message versus sleng-bert loading failure." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion during loading and the other is gradient averaging during training." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different bugs: custom trainer signature mismatch versus tensor mask shape mismatch." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated subsystems: bitsandbytes parameter init versus CLIPTokenizer max-length constant." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: Qwen3.5 paged attention crash versus NemotronH checkpoint loading." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same concrete mask/tensor shape mismatch error pattern; these look like duplicate reports of the same indexing bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video regressions with different symptoms and likely different failure points." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error is unrelated to void segmentation-map processing." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF topics; sliding_window bug is not the same as gpt-oss GGUF support." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: torch.compile/SDPA on Bamba versus Flash Attention crash from Qwen3.5 3D position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0 custom-model initialization regression; 43645 is just the notebook-specific variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different problem areas: GGUF support versus missing Float8 storage type." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption versus Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different models and failures: Qwen3-vl-embedding video StopIteration versus Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug; 3d_parallel.py run failure is unrelated to gpt-oss GGUF support." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime issues: FineGrainedFP8Config on Qwen3Moe versus meta-device loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Importing a missing model class is unrelated to meta-device loading regressions." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated: GenerationMixin import error versus Qwen3Moe FP8 failure." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "The packet only shows two SigLIP2 symptom reports with different titles; that is not enough to firmly establish the same underlying model/processor mismatch regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression is unrelated to buffer persistence corruption in from_pretrained()." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/whisper bugs with different failure modes and code paths." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejection for granite_speech is unrelated to tiny-random glm4v config validation." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration versus mask shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different issues: zero-sized tensor with DeepSpeed ZeRO-3 versus tokenizer-mapping restriction in add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Related only by custom-model loading context; the ZeRO-3 BertModel index error is not the tokenizer-mapping bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different topics: gpu/cpu offload dequantized-model loading versus Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but docs-example errors are not the same concrete bug as the zero-probabilities report." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most judgments are conservative, but one accepted soft-edge pair is overstated relative to the packet: issue:38175 vs issue:43994 are only shown as two SigLIP2 symptom reports with different titles, so calling them the same underlying model/processor mismatch regression is not firmly grounded here. The other accepted pairs (43645/43646 and 41093/44805) are better supported. No PR-pair mergeability concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "02f177fc4e942d4b2957868b5b81eee54a48b58beb651e94ce38f0240b5bada8", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37315, + "estimated_input_tokens": 9329, + "estimated_eval_tokens": 18914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regressions with one clear duplicate-like pair around non-persistent buffers, plus one plausible same-API resize_token_embeddings pair. The rest are best treated conservatively as separate issues based on title-level evidence alone.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43644 is the strongest issue to anchor the cluster because its title describes a concrete Transformers 5 regression, and it has the clearest accepted duplicate-like match in the packet. That makes it the best representative without relying on body details that are not provided.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best standalone issue in this packet because it is a clear, concrete regression with a strong duplicate-like counterpart. Among the candidates, it is the most suitable representative for the shared Transformers 5 buffer-handling problem visible from the titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "The titles describe the same Transformers v5 non-persistent buffer junk regression in near-identical wording." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but they refer to different checkpoints and do not clearly indicate the same root bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: qwen3_moe LoRA compatibility on hf5.x versus BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step calculation is unrelated to SGD argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Same broad area of loading, but the titles point to different symptoms and different concrete failures." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is a CUDA assert in auto device mapping and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "The qwen3_moe version-compatibility problem is not the same as resize_token_embeddings propagation." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory inefficiency and offloading failing with quantization are related only at a very high level." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to GLM-4.7 test loading." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a documentation example issue and the other is nonsensical inference results." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: Qwen3 MoE FP8 failure versus Strix Halo mmap OOM." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA/version compatibility for qwen3_moe is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training memory use and the other is increased reserved CUDA memory in int4 inference." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping failure and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but the titles describe different failure modes and not the same code-path bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the mechanisms differ: packed 3D position_ids versus s_aux=None on sink-less models." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and symptoms: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "qwen3_moe version incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model load issues, but they concern different models and the titles do not indicate the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve lm_head tying, but the titles indicate different model implementations and not a clearly shared fix." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Very similar API regression: resize_token_embeddings appears not to propagate to the relevant downstream embeddings/output weights in related model variants." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is not the same as init_empty_weights rejecting _is_hf_initialized." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different loading issues: out-of-vocab token ids versus a separate BERT model load failure." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is broader and different from meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to GLM5." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are distinct problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma-4 FSDP2 shared_kv_states rebuilding are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state handling and Qwen3.5 multimodal config unwrapping are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading+quantization behavior is not the same issue as int4 reserved-memory growth/OOM." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is int4 CUDA reservation and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL unit-test load failure is not the same as Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to mmap/OOM behavior." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair judgments are mostly conservative, but the overall summary overstates what is supported by the packet. In particular, the claims that issue:43644 is \"specific, reproducible\" and that it has a \"clearer shared code-path\" are not grounded in the provided evidence (we only have titles/body lengths, not body details). The canonical/best-issue rationale should be softened to avoid asserting evidence not present in 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": 16, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:39404|issue:45701", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:43931|issue:44863", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "391b0b8112505ee8094ded6241132749fce0432f4560038eb93e84841a906d3d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37523, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only convincing duplicate family is the resize_token_embeddings regression affecting model-specific output/input embeddings; the rest of the pairs appear to be distinct bugs or unrelated regressions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the best representative of the resize_token_embeddings family because it states the broader regression and names concrete affected Gemma-4 embedding paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the most actionable and generalizable report in the cluster; it captures the core embedding-resize failure with explicit affected fields.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: one is a Qwen3 NVFP4 load/run failure, the other is an MXFP4 quantization fallback to bf16." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other is eval-mode incompatibility." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Same save/load area, but the reported failures differ: read-only permission propagation vs loading the wrong custom module." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression affecting output embeddings; the second is a shorter, generic formulation of the first." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated problems: eval-mode checkpointing support versus RLHF NaN/SDPA fallback behavior in Qwen3.5." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: extra_state handling in save/from_pretrained versus mmap-related OOM on Strix Halo." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both touch model internals, but one is a flash_attention AttributeError and the other is a Gemma-4 FSDP2 KeyError." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different bugs: auto device mapping cudaErrorAssert on Qwen3 versus batched inference token leakage in AudioFlamingo3." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Distinct regressions: video input handling for Qwen VL models versus strict config loading for granite_speech." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps resume logic are unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different issues: a GLM-4.7-Flash loading failure versus a generic GLM5 issue with no matching concrete bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings bug family; both report the method failing to update model-specific output/input embeddings." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "The second is a generic model-load failure and does not clearly match the specific tokenizer vocab-size issue in the first." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization and extra_state save/load handling are different failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: autocast dtype mismatch versus meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is too broad and not the same concrete failure as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are loading-related, but one is Qwen3 MoE conversion with accelerate/deepspeed and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage resolution and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language behavior and tokenizer-version-dependent tokenization changes are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an old issue is not the same concrete bug as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is base_model_prefix loading and the other is custom model initialization in notebooks." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A Torch version incompatibility and a Mistral-3 image preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are distinct model-specific failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they concern different removed or mismatched pipeline tasks." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/export failures with torch_compilable_check are not the same as Perceiver non-default-resolution interpolation bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a Transformers 5.0.0.dev0 loading regression for MoE models and the other is a weight-shape mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask-shape IndexError are different failure modes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE and Strix Halo mmap OOM are not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template-node compilation errors are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted resize_token_embeddings pairs are well supported by the issue titles and appear to be the same bug family, while the rejected pairs are phrased cautiously and do not overclaim duplicates. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "97d58b9f522c5b35a8f056044f5a0ecb399402c65a2bfa15f23bd50481d42d45", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37900, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, and I found no soft pair strong enough to accept under a strict duplicate bar. The closest candidates are the two audio-loading reports and the two GGUF-loading reports, but the packet marks both as non-deterministic, so I kept them as separate issues.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43452 is the closest thing to a cluster anchor because it is the broadest concrete loading-regression report and sits in the strongest topical subgroup, but the evidence is still too weak to treat the cluster as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43452 is the most representative issue to keep as the cluster\u2019s anchor: it is broad, concrete, and closest to the other loading-related reports without claiming an unsupported duplicate merge.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: deepspeed zero3 initialization vs torch compile/flex_attention tracing." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression is a different problem from gradient-checkpointing behavior." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version incompatibility and an MPS kernel TypeError are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT masked-LM predictions; unrelated code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading regression vs masked-LM prediction regression; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Bad model/pipeline output is different from ModelOutput key assignment logic." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state serialization and multimodal config unwrapping are distinct loading/serialization bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token conflict is a different failure mode from GGUF loading." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading bugs in different models." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast crash vs Whisper return_language pipeline behavior." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state handling and video-input regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code path." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression is unrelated to runtime post-processor updates." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup vs _is_hf_initialized flag regression are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata is not the same as a tokenizer/model load failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer serialization are distinct issues." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction reports, but the packet does not pin them to the same failing code path, so this is not strong enough to merge." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral dtype mismatch and template-compilation failure are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoint-loading failures for different models." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Token-count tracking is unrelated to iterable-dataset finetuning failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig remote-code field loss and PagedAttentionCache linear_attention crash are different code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special tokens, but one is batch_decode behavior and the other is empty-transcription generation." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer serialization vs custom model initialization are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights metadata issues are different from tokenizer-loading regressions." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "These are different checkpoint-loading failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer conflict and FP8 config failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Compiler/tracing errors, but different ops and failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "They are both GGUF/loading reports, but the packet does not provide enough evidence that they are the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen/MoE attention-cache and FP8 configuration failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized offload/device-map loading is not the same as GGUF model loading." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states output bug vs RoPE indexing bug; different failures." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is tie setup and the other is serialization behavior." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer conflict vs Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs invalid method call are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analyst overstates evidence in the packet. Two soft pairs were marked accepted (44206/44220 and 43452/43482), but the packet\u2019s own `soft_pairs` entries have `deterministic_accept: false` for both, so calling them true duplicates is not conservative. The summary also says \"only two soft pairs look like true duplicates,\" which is stronger than the packet supports. The rest of the rejections are mostly conservative, but these accepted soft edges make the result too assertive." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:44220|issue:44683", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:40990|issue:44811", + "issue:44479|issue:45325", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "1f14cf28190678211b545eeb61a4aeb76ec10326ac8bca0ef6c6705950f526f5", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36042, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose bundle of unrelated Transformers regressions, with only two clear duplicate-like pairs: Qwen3.5 save_pretrained checkpoint/key issues, and TensorFlow backend packaging/install issues. Most other soft pairs are only thematically similar, not the same bug.", + "confidence": 0.52, + "canonical_issue_reason": "Issue 43611 is the broadest, most central Transformers v5 model-loading regression in the set; the other items are either narrower variants or unrelated edge cases.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 has the strongest duplicate-hub value because it describes a general v5 loading breakage that can subsume several nearby model-init/load regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a chat-template sampling-rate bug and the other is a batching/padding-mask consistency bug in MIMI; different code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in Jupyter and non-persistent buffer corruption are distinct Transformers v5 regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they target different models and symptoms; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal problems: bad SigLIP2 outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is warning/noise during loading, the other is a Mistral tokenizer crash in regex patching; not the same issue." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different model families and failures: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug and compiled flex_attention torch-version breakage are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both touch audio models, but one is padding-mask batching mismatch in MIMI and the other is DAC.from_latents/STE mismatch; different defects." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/model loading problems with no shared concrete failure mode." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression: incorrect checkpoint contents/visual encoder keys after v5.4+." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization breakage and non-persistent buffer junk are separate v5 behavior regressions." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export / torch_compilable_check failure is unrelated to OmDet-Turbo image preprocessing size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A specific model load failure and a Mistral tokenizer regex-patch crash are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tied embeddings, but one is missing lm_head tying in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are different issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different loading/runtime failures: Qwen3Moe FP8 config vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to a model-specific loading failure." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM-125M key error are separate tokenizer/model-loading bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct backend/runtime issues." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading breakage and non-persistent buffer corruption are different Transformers v5 regressions." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen video/VL area, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device_map dequantized offload failure and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to the same packaging/install bug: the torch extra leaves TensorFlow backend support missing and only installs tensorboard, causing tf-backend errors." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are not the same underlying issue." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight/temporal-attention defect is unrelated to Qwen3.5 save_pretrained checkpoint key regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only elevates two clearly similar pairs (Qwen3.5 save_pretrained regressions and TensorFlow backend packaging/install regressions), while treating the rest as related-but-distinct issues. The soft-edge verdicts are cautious and do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:36032|issue:41720", + "issue:44683|issue:45020", + "issue:43792|issue:44589", + "issue:43632|issue:44534", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:43611|issue:43646", + "issue:44079|issue:44534", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "410f97cb466ab4a8e829018242aad1b722769ef5b1c7282938e1b0a5d44a412d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38077, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous grab-bag of transformers v5 regressions and model-specific failures. Several items are related at the subsystem level, but none of the soft pairs look like the same concrete bug or change.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43632 is the best representative issue in this cluster: it captures a core Transformers v5 initialization regression, which is the closest recurring theme across many of the loading/breakage reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the most suitable anchor because it is specific enough to be a duplicate target, yet broad enough to represent the recurring v5 model-loading/init failures in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special-token handling, but one is about runtime post-processor updates while the other is a tokenizer-specific add_special_tokens regression." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "A ModelOutput key-assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuilding per layer." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure is different from remote_code model-loading regressions." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper loading failure and missing Float8 storage object error are different bugs in different code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffer serialization." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise/logging is not the same as a tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are sequence-classification training pathologies, but one is flash_attention_3 degenerate training and the other is num_labels=1 / problem_type zero-loss logic." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same bug as Qwen2.5-VL still-image rope index scaling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing pad_token_id on Llama4Config are unrelated model-loading issues." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI Encoder and Gemma3 sliding-window NaNs are different batched-inference bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging backend omission for TensorFlow and PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is init-flag handling and the other is bfloat16 inference dtype mismatch." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights unexpected argument are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both touch v5 model initialization, but base_model_prefix loading breakage and custom model initialization are not the same concrete issue." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and junk-filled non-persistent buffers are unrelated regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver interpolate_pos_encoding failure are different vision-model bugs." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Failure to tie lm_head weights and inconsistent lm_head.weight serialization are related thematically, but not the same bug or fix." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are unrelated model-specific issues." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct is unrelated to compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 loading failure and meta-device loading breakage are different model-loading regressions." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key handling are separate internal-state bugs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image finetuning failure and video vision_position_ids bug are different Qwen2.5-VL issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Still-image temporal position-id scaling and video position-id handling are adjacent but distinct bugs, not a single concrete change." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization CUDA reserved-memory regression is not the same as a model-specific CUDA OOM." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image dataset finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to strict Granite speech config validation." + } + ] + }, + "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": 16, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43701|issue:45325", + "issue:43881|issue:44991", + "issue:44186|issue:44265", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43262|issue:43746", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:43792|issue:44683", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43873|issue:44756", + "issue:44877|issue:44991" + ], + "prepared_review_unit_hash": "3a419a34b4fe481a33e5abc6919b2f6a80d60cacbf29e4052982cd0e3f0010c8", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37845, + "estimated_input_tokens": 9462, + "estimated_eval_tokens": 19180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most pairs share only broad subsystem similarity, not the same concrete bug or fix. I rejected all soft edges and treated the set as non-duplicate issues rather than one duplicate thread.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated bugs across audio, vision-language, generation, loading, serialization, and training behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest representative of the loader/offloading area, but it is still too general to serve as a true duplicate anchor for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs torch.export failures in compilers/checks; unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offload/quantization, but one is dequantized model loading and the other is generic offloading behavior; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model load failure for glm-4v-9b vs tokenizer load failure for est-roberta; different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs torch.export/check wrapper issue; different components." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to a stale generate() warning." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload mismatch and DAC.from_latents mismatch are separate model bugs." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor input-size mismatch vs RoPE temporal position scaling; not the same defect." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Sampling-rate default bug in audio chat template is different from GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying bug and torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug vs OmDet processor resolution mismatch; different subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying issue is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity evaluation issue is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal, but one is a documentation/example problem and the other is a finetuning dataset bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve saving state, but one is lm_head serialization/device-dependent and the other is incorrect visual encoder keys." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different configuration-loading bugs: strict config rejection vs model load failure in vLLM." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied-weight bug and packed-weight accelerate loading bug are separate model-loading issues." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3, but cudaErrorAssert on device mapping is not the same as flash-attention generation corruption." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is different from permission propagation in save_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to Qwen3.5 visual encoder key serialization." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash from a string .to() call is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash and dtype mismatch in inference are different issues." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation bug with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map CUDA assert." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization/offloading behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite_speech strict config loading and est-roberta tokenizer loading are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44534", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43526|issue:43881", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:44479|issue:44918", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:43322", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:44292|issue:44479", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:41720|issue:43873", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:42915|issue:43322", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "90b6c40594e8261fe1e222dc1da20905b22f16e8cfe8433632618c115a50aa8d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37538, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One exact duplicate pair stands out: 44514 and 44545 are the same Qwen2_5_VLProcessor batched-input crash. The other soft matches are only superficially related (same subsystem or similar failure class) and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44514 is the best canonical issue because it is the older, clearer report and has an exact duplicate in issue:44545 with the same title and failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue anchor in this set: narrowly scoped, reproducible, and supported by an exact duplicate match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both involve Transformers v5/runtime behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization; different bugs and code paths." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v loading failure are unrelated model/processor problems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen3Moe FineGrainedFP8Config failure are different errors in different flows." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape handling and tokenization-version drift are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 and BitNet packed-weight loading during accelerate are distinct issues." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading/config behavior." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision preprocessing, but OmDet-Turbo 640px vs Perceiver non-default resolution are different models and fixes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2Tokenizer batching/NER crash and OmDet-Turbo processor size mismatch are separate processor bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and T5 apex FusedRMSNorm memory leak are different resource issues with different causes." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected trainer argument and 3d_parallel.py failure do not describe the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "A v5 video-input regression across Qwen VL models is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are unrelated configuration issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized-model gpu/cpu offload failure share a theme but not the same concrete defect." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile/SDPA on Bamba and Bark-small CPU offload device mismatch are different model/runtime problems." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and tokenization-version changes are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "processor.tokenizer regression is a specific API break, while tokenization changes is a broader version-behavior report." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Llava Next segfault are both load-time failures, but on different models and failure mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and GPT-OSS MoE TP-only failure are different model-parallelism bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen3.5 modular recurrent-state reset are different model internals." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen video-input regression are different failure points." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping failure and 3d_parallel.py inability to run are separate runtime issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer and MLukeTokenizer both fail in tokenization, but they are different bugs with different triggers and models." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different code paths." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Auto device mapping cuda assert on Qwen3 and offloading-with-quantization behavior are related only at a high level, not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and tokenization-version changes are different issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps in ImageProcessor and BarkProcessor voice_preset failure are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping labels and SAM3 PCS text/bbox weird behavior are distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but Bark-small CPU offload device mismatch and BitNet packed-weight unpacking are different concrete problems." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same bug: identical title, same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False, and one is a clear duplicate of the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical pair choice is grounded: 44514 and 44545 have identical titles, the earlier timestamp, and the duplicate designation is plausible from the packet. The soft-edge decisions are consistently conservative, with no pair overstated as a match." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43550|issue:43653", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:43421|issue:43653", + "issue:44062|issue:44451", + "issue:44987|issue:45042", + "issue:42886|issue:44843", + "issue:45588|issue:45759", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43525|issue:43531", + "issue:45081|issue:45356", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43596|issue:44220", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:42915|issue:45759", + "issue:44220|issue:44661" + ], + "prepared_review_unit_hash": "a3ebc16ffb473faa1b922408a21facc1a21b58411a9efa9731265945662174de", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37523, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, multimodal, training, offloading, and model-configuration bugs. None of the soft pairs look like the same underlying defect or a single mergeable PR.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the clearest, most self-contained report with an explicit crash repro and multiple references; if one issue had to represent the tokenizer-regex/offline regression subset, this is the strongest candidate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs: SDPA/torch.compile behavior in Bamba vs BigBird mask-token registration and decode output." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Qwen multimodal config unwrapping are distinct code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to BigBirdTokenizer special-token handling." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is config save/load token-id loss." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A LoRA warning about tie_word_embeddings does not match a save_pretrained key-mapping regression." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both fail on tokenizer/model loading, but they affect different models and likely different root causes." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Image-size interpolation failure and bfloat16 dtype mismatch are separate inference bugs." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offload behavior is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and GraniteSpeech PEFT checkpoint loading are different failures." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token updates vs missing mask-token registration are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword duplication is unrelated to ScandiBERT tokenizer loading." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Tokenizer load failure for one model family is unrelated to PIL image processors requiring torchvision." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline mode, but one is cache loading and the other is an unconditional model_info call in a Mistral regex patch." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux handling has nothing to do with composite config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and progressive generation cache handling are not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Post-processor updates for modified special tokens do not match LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention docs/examples and image processing, but they concern different models and different mismatches." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL and trainer evaluate-after-train state issues are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id absence is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral-regex/tokenizer regression territory, but one is a hard crash on fix_mistral_regex and the other is codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Missing num_labels propagation and zero-loss single-label classification are related only loosely; the concrete failures differ." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are distinct multimodal failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline/output mismatch and CamemBERT masked-LM regression are unrelated model-specific bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel indexing and _torch_extract_fbank_features are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example errors and quantization/offloading behavior are different problem domains." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and composite Qwen config unwrapping are not the same issue." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Fbank feature extraction and add-new-model-like/tokenizer mapping logic 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": 16, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44671", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:44077|issue:44625", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:44756|issue:45759", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:43550|issue:45072", + "issue:44186|issue:44898", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43577|issue:43818", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "497be6d01d875f07c1c6eae18320bc8d656a68438cad76ee9cb21ffb0b1a1fcf", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36077, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions across tokenizers, multimodal models, config loading, quantization, and dtype issues. No soft pair is a clear same-root-cause duplicate under a strict triage standard; the closest is the remote_code regression pair, but it still looks broader vs. specific-cause rather than mergeable as one bug report.", + "confidence": 0.92, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella-style report in the set ('Recent transformers versions break models using `remote_code`'), so it is the best single issue anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best issue candidate because it is open, broadly scoped, and can naturally collect related `remote_code`/version-regression reports; the rest are mostly model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: input validation error handling vs. classification loss degeneracy. Same family, but not the same code-path issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs. RTDetrV2 output differences. Both are v5 regressions, but not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures in different models and different failure modes (video processing ValueError vs. attribute collision AttributeError)." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated subsystems: accelerate loading of packed BitNet weights vs. DAC latent/STE mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post-init policy vs. Qwen3.5 num_labels propagation. No shared concrete bug." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM vs. T5 RMSNorm memory leak. Different models and different causes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Segmentation map processing vs. GenerationMixin import failure; unrelated." + }, + { + "left": "issue:44756", + "right": "issue:45759", + "accept": false, + "reason": "mmap/OOM on Strix Halo is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug vs. SmolLM3 RoPE-layer drop; not the same change." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug vs. BitNet packed-weight loading bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mismatched image-preprocessor/model dtype in Mistral-3 vs. Gemma3n variable collision; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs. GraniteSpeech PEFT local-checkpoint loading; different code paths." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local checkpoint/PEFT loading vs. Qwen2.5-VL video position IDs; not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech PEFT loading is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure vs. dtype mismatch in other models; no shared concrete defect." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes vs. Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different model families and failures (compile/SDPA vs. DAC latent reconstruction mismatch)." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is offline network access and the other is an attribute crash; related area, not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs. Whisper batch_decode skip_special_tokens issue; different behavior." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields vs. strict config rejection for granite_speech; similar theme, different root cause." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs. a model-loading regression for sleng-bert; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs. Video-LLaVA temporal-attention/weight-sharing bug; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE vs. trust_remote_code config fields; no overlap in concrete defect." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related multimodal issues, but they affect different models and different tensors/fields." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration vs. DAC latent/STE mismatch; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions (Pegasus seq2seq outputs vs. CamemBERT masked LM predictions) with no shared code-path." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs. Qwen3.5 flash-attention generation issue; distinct failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "These are the closest thematically, but one is a specific missing helper affecting trust_remote_code models while the other is a broader umbrella report; not clearly the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs. MPS histogram/int-type error in moe 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": 16, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "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:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43452|issue:44991", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43650|issue:43906", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43644|issue:43749", + "issue:43653|issue:44912", + "issue:43638|issue:44936" + ], + "prepared_review_unit_hash": "dff2d74608186a77ff75565e1f9d9bedec3ccbdf69208f9a28dca3fc0ad8c828", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35495, + "estimated_input_tokens": 8874, + "estimated_eval_tokens": 18004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated single-issue bug reports across tokenizers, model loading, training, quantization, and v5 migration. There is no strong duplicate core; at most, a small v5 pipeline-removal/docs subgroup exists.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate stands out because the cluster is broad and mostly unrelated. If a representative issue is needed, 43825 is the closest hub for the v5 pipeline-removal subgroup, but it does not unify the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43825 is the most central representative of the only visible thematic subgroup (v5 pipeline/task-removal messaging), but it should not be treated as the canonical duplicate for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Different bugs: v5 pipeline error-message/task support wording vs a SigLIP2 model quality regression." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated areas: AutoImageProcessor URL loading vs a template compilation TypeError in a different subsystem." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different code paths: image processor segmentation-map handling vs CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both involve v5 pipeline removals, but one is runtime error messaging and the other is documentation cleanup; not the same underlying bug/change." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different issues: Blip2 dtype propagation vs an Apple Silicon TypeError in caching_allocator_warmup." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but they concern different tokenizers and different failure modes." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but they target different models and different loading logic." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset behavior is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Generic tensor mask shape IndexError is not the same bug as trainer.evaluate() failing after train()." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend inclusion bug is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different concrete problems." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor loading, but they are different objects and different attribute errors." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a specific incorrect weight tie and the other is a config warning during LoRA fine-tuning." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to general bfloat16 dtype mismatches." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only at a very broad level, not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue title vs an isolated reproduction of another bug; no duplicate evidence." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied-weights bug and Qwen3VL weight_only loading error are different model-specific issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA AMP loss crash are unrelated runtime environments and failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and DAC forward/from_latents mismatch are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output differences are not the same underlying issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation TypeError is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined multimodal-token helpers in video processing and stale auto_mappings entries are separate maintenance bugs." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk and FSDP CPU RAM efficient loading are both loading-related but not the same failure." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decoding bug is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error is a different failure mode from trainer.evaluate() after trainer.train()." + } + ] + }, + "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": 16, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:44291|issue:45042" + ], + "prepared_review_unit_hash": "77c2910350abc8709843bf60b181576d4ecc9b546821a6dc449f01fcda98020b", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36972, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The provided items are mostly unrelated transformer bugs across different subsystems and model families. I rejected all soft pairs; there isn\u2019t a clear duplicate cluster or single canonical issue here. No pull requests were provided.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: float8 storage lookup failure vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: GraniteSpeech PEFT/local checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs OmDet-Turbo processor/model input shape mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Unrelated issues: AyaVision lm_head tying bug vs Blip2 dtype not propagating to submodules." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both involve model loading/generation, but they are different models and different failure modes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems: BeitImageProcessorFast label reduction vs MPS attention correctness issue." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Jupyter custom-model initialization breakage." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and distinct underlying causes." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: BarkProcessor voice_preset handling vs CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different object types and failures: DAC forward/from_latents mismatch vs DiaConfig save/load losing token IDs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors are not the same as a quantization fallback bug in git-oss-20b." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion/loading vs undefined video-token counting helpers in multimodal token logic." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading vs OmDet-Turbo processor output shape." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument compatibility." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA crash in Bamba vs MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer regressions, but different models and different root causes (special-token addition vs codec/warning behavior)." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to Whisper batch_decode special-token skipping." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window logic vs PIL backend torchvision dependency regression." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and CustomTrainer.compute_loss kwargs are separate compatibility bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config/model loading, but one is trust_remote_code field loss and the other is composite config unwrapping in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter update bug is unrelated to GPT-OSS perplexity behavior." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video-related paths, but one is undefined helper usage in token counting and the other is batched processor output shape." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related area, but not clearly the same concrete bug; one is an undefined-variable video-token path, the other is a broader video regression across several models." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Distinct loading failures: accelerate+deepspeed MoE weight conversion vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output differences vs Qwen3.5 save_pretrained visual-key serialization bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model/loading failures: FineGrainedFP8Config handling vs MobileLLM-125M key error." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3-family issues with different symptoms and code paths: device-mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to the PIL backend torchvision requirement regression." + } + ] + }, + "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": 16, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:33357|issue:34567", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:42915|issue:44821", + "issue:43540|issue:44560", + "issue:43927|issue:44912", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:44062|issue:45081", + "issue:36010|issue:42175", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:44291|issue:44821", + "issue:43526|issue:45479", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "87a48cc783f553522352302c4e8f2010ea18867513fb5bdd02e6cc743b27ba94", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set with no clear global duplicate cluster. The SigLIP2 and Qwen video pairs are related by model/symptom, but not strong enough to accept as duplicates from metadata alone.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the strongest single representative of the set because it is concrete and most closely aligns with 43493, but the relationship is still only soft/likely-related rather than a proven duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems and symptoms: Mac CLIP bus error vs TrainerState token counting not updating." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Both concern loading behavior, but they describe different model/config failures and no shared concrete code path." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: dequantized model offload failure vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same general Qwen2.5-VL video area, but the evidence only shows a likely related regression, not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but they affect different Qwen models with different errors." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different load/serialization problems with no clear shared code path." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but on different model families and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "No meaningful overlap beyond being load/config issues; the affected components are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but the model families and concrete failures differ." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: Qwen3 MOE loading/conversion vs Smollm3 RoPE layer mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE loading/conversion failure and GPT-oss OOM are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque error vs PEFT version pinning." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failure modes: SigLIP2 zero probabilities vs Perceiver interpolation issue." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug and flash_attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but the concrete bugs and models differ." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures with no shared concrete cause." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction reference is not the same as the Qwen2.5-VL video regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Generic custom-model init breakage vs FSDP CPU RAM efficient loading; too broad to merge." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch memory/loading, but the concrete failure modes and targets differ." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch AttributeError are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin and missing TensorFlow backend are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Training-state token accounting and custom compute_loss signature errors are different issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields, but one is generic trust_remote_code field loss and the other is a specific Qwen vision config strict-field drop." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family and symptom area, but not enough evidence to call this the same concrete bug from titles/body metadata alone." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend install issue vs missing model import; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no shared concrete cause." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different APIs and failure modes: init_empty_weights/_is_hf_initialized vs AutoImageProcessor URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT label reduction bug vs sequence-classification zero-loss bug are not the same issue." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal load/generate problems, but they affect different models and symptoms." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but it overstates the evidence on the SigLIP2 pair. From the packet we only have titles/body metadata, and those two issues are related by model and symptom, not enough to call them a \"clear duplicate match\" or the \"same bad-output behavior\" with high confidence. The Qwen2.5-VL video pair is also only plausibly related, not definitively the same regression. I would keep both as tentative/likely-related rather than accepted duplicates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:38175", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:28282|issue:29127", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:44514|issue:45381", + "issue:43643|issue:44561", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:42175|issue:44488", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" + ], + "prepared_review_unit_hash": "21f65759228630fdde4e03317e6641bb64320861e79d7b2ebb5100a3043f4471", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35540, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer bug reports spanning tokenizers, loading, vision, configs, and serialization. Only the tied-weights save_pretrained reports (issue:44466 and issue:45005) look plausibly like the same underlying regression; the rest are distinct bugs.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45005 is the best representative of the only near-duplicate tied-weights regression in the set; issue:44466 looks like a narrower device-dependent symptom of the same save_pretrained problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the most general and actionable report for the tied-weights serialization regression, so it is the strongest issue candidate in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic missing-PyTorch import error vs a specific Llama 3.2 vision loading regression; different failures and code paths." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Torchvision dependency regression in image processors vs a Mistral tokenizer regex crash; unrelated subsystems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Question about `max_shard_size` vs `AutoProcessor` not forwarding kwargs to `cached_file`; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Released-version dependency bump vs stale auto-mapping config references; different maintenance problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE-related math, but on different models and different mechanisms; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error during load vs float8 storage lookup failure; distinct runtime issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error vs LayoutLMv3 box-validation messaging; no shared root cause." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs image processor loading from URL; unrelated areas." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression; different models and operations." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is a chat-template batching crash and the other is wrong video position IDs." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch `trust_remote_code`, but one is missing config fields and the other is a v5 API removal breaking remote-code models; different root causes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "`num_labels` propagation bug vs strict-config rejection for a different model family; not duplicates." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs Qwen3.5 flash-attention generation issue; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure vs Blip2 dtype not respecting requested precision; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading vs Perceiver resolution/interpolation bug; unrelated model-specific issues." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers are different enough that they do not look like one underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs offline Mistral regex patch calling `model_info()`; different failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs a specific model-loading report; no shared bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe v5 tied-weights/save_pretrained regressions around `lm_head.weight` and translation models, pointing to the same serialization code path." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch vs Whisper batch_decode token handling; unrelated audio-model behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 vs Kimi-K2.5 codec handling and warning text; different issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 loading index error vs trainer evaluate-after-train failure; not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token decode bug vs mdeberta BOS/EOS handling in add_special_tokens; different tokenizer implementations." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs processor/tokenizer regression; different model behavior and failure mode." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer; different tokenizer bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs MLuke AttributeError on tasks; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only accepted near-duplicate pair, issue:44466 and issue:45005, is plausibly the same tied-weights/save_pretrained regression; the other soft-edge rejections are appropriately cautious based on the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:44464|issue:44743", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43531|issue:43742", + "issue:43577|issue:45588", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43742|issue:44821", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43329|issue:45325", + "issue:41720|issue:44464", + "issue:33666|issue:36010", + "issue:43688|issue:43749", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43262|issue:43295" + ], + "prepared_review_unit_hash": "16986b8641269f1c7d102b4ce9985bc429456919a7bdb0334b070e158deb7a21", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37459, + "estimated_input_tokens": 9365, + "estimated_eval_tokens": 18986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs/regressions. None of the soft pairs look like true duplicates on title-level evidence, so I would not merge any of them; the broadest anchor issue is the FSDP CPU RAM efficient loading regression.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43749 is the most broad and impactful item here, with substantial discussion and inbound references, so it is the best cluster anchor even though the surrounding issues are heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 has the strongest triage signal and is a generic infra regression rather than a narrow model-specific bug, making it the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different subsystems: image processor segmentation-map handling vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/caching, but one is chunked generation with compiled forward and the other is Qwen3.5 recurrent-state reset; not the same code-path bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "One is dtype not propagating in Blip2 loading; the other is RTDetrV2 output drift in v5. Different model families and failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading regressions, but one is offline model_info patching and the other is tokenizer loading for a specific model; not the same underlying defect." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression for several VLMs vs trainer.evaluate() failing after trainer.train(); unrelated paths." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different bugs: Qwen3 auto device mapping cuda assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/model regressions, but one is flash-attention generation behavior and the other is Kimi-K2.5 tokenizer codec/warning handling." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models vs native DeepseekV3MoE implementation divergence; not mergeable as one fix." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is separate from a key error while loading MobileLLM-125M." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype propagation is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs DiaConfig save/load losing custom token IDs; different components and causes." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both mention generation, but one is compiled-forward chunked generation inconsistency and the other is Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading bug and BitNet packed-weight unpacking bug are distinct loading issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions vs an isolated reproduction of another issue; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model-loading paths and different root causes: legacy field handling vs torch.compile/SDPA." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast of NoneType is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training; both involve training but not the same defect." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch vs output embedding reinitialized after resizing token embeddings; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model loading bug vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading APIs, but 'cannot load vesteinn/ScandiBERT' is a separate model-specific loading failure." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are separate loading problems." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GPTNeoX rotary_pct reload regression are different configuration bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both concern missing config token fields, but one is Llama4Config pad_token_id and the other is StableLmConfig pad_token_idx after v5 update; not the same issue." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Video multimodal token counting bug vs Qwen2.5-VL still-image position-id scaling bug; different multimodal branches." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both are training/inference infra issues, but one is MoE aux-loss normalization and the other is FSDP CPU RAM efficient loading; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task error messaging." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs Qwen3.5 save_pretrained saving incorrect visual encoder keys; same model family, different bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer access and image-passing regression." + } + ] + }, + "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": 16, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:43334|issue:43572", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:33666|issue:36331", + "issue:43688|issue:45704", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43334|issue:45759", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:39692|issue:43295", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "b356d4a8df0307b6ad92692864f752d20679b7566ac7e742271ae2ec79cd3714", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38214, + "estimated_input_tokens": 9554, + "estimated_eval_tokens": 19364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, with many unrelated model-loading, dtype, tokenizer, and serving regressions. None of the soft pairs look like true duplicates under a strict triage standard. If forced to pick a representative, the broadest issue is the Qwen multimodal config-loading regression in issue 45759.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 45759 is the broadest representative of the cluster\u2019s repeated Qwen multimodal/config-loading regressions, especially around composite config handling. There is no single exact canonical across the whole set, but this is the closest umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45759 is the best global representative because it captures a central and recurring theme in the cluster: model construction/loading behavior breaking for Qwen multimodal configs. It is still not a duplicate match for most other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different multimodal failure modes: Qwen3Omni video processing vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated bugs: accelerate packed-weight unpacking vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different codepaths and symptoms: CPU offload device mismatch vs config save/load token ID loss." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to the Trainer broadcast NoneType TypeError." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are pad-token-related, but different models, attribute names, and loading failures; not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: dependency import missing vs MacOS bus error on CLIP load." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support vs custom compute_loss API breakage are different problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Doc example errors are not the same as SigLIP2 implementation parity discrepancies." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate loading of packed weights vs tokenizer AttributeError are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal loading, but one is missing pad_token_id while the other is text_config unwrapping in from_config; different fixes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load regression is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are separate Qwen3.5 issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5-related failures: video processing vs flash-attention generation behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity discrepancy is unrelated to the HfDeepSpeedConfig gradient issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure and offline hub lookup bug are different concrete problems." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer omission in Smollm3 is unrelated to the qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference OOM are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is a dev-version loading regression; not the same fix." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval and ZeRO-3 gradient growth are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing model import and missing Float8 storage support are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but custom model initialization and lm_head serialization are different codepaths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 doc-example problems are not the same as processor/tokenizer regression in custom model code." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage handling and flash_attn import-key error are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "CLIP MacOS bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure vs CPU offload device mismatch are different bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but the concrete failures differ: multimodal .to() handling vs KV-cache continuation indexing." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "StableLm pad token metadata and init_empty_weights unexpected argument are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token-ID persistence and tokenizer task AttributeError do not look like the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model loading issues: legacy field vs special-token registration." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3.5 config propagation, but num_labels propagation and from_config text_config unwrapping are distinct failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and unreleased PEFT version bump 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": 16, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:44464|issue:45584", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:44568|issue:45701", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "f4fc0e80610a9058553406f08f22dc26e535801403039ce9826141c8c62f2966", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35096, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: tokenizer, generation, multimodal, CI, loading, and offload bugs are mixed together. I don\u2019t see any true duplicate pairs, so all soft edges are rejected.", + "confidence": 0.74, + "canonical_issue_reason": "If forced to pick one anchor, issue:45701 is the broadest tokenizer-regression report and the closest thing to an umbrella, but the cluster is not a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most general and reusable issue in the set, with some inbound interest and a title broad enough to subsume adjacent tokenizer complaints, though it is still not a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: Janus test failure vs PEFT version pinning." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-flavored, but they involve different models and different failure modes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API area, but one is zero assistant masks and the other is a tool-call crash." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and model scopes; not the same underlying bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures vs MLFlow reporting; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation paths and different models." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient issue vs model loading on meta device." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error vs flash_attn import KeyError." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Attention correctness bug vs PyTorch version check bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs quantized offload behavior." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "A specific tokenizer special-token bug is not the same as a broad tokenization-regression report." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failure vs unexpected zero probabilities in inference." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal processing bugs with different triggers." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference vs save/tokenization failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs/sync_gpus issue vs output_hidden_states bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping bug vs special-token insertion bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs checkpoint key mismatch." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger kernel application bug vs hidden-states generation bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness issue vs tokenizer codec regression." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression vs image-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Token-type-id defaulting vs temporal position-id scaling." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Similar missing-pad_token_id symptom, but different model/config implementations." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Image resolution mismatch vs memory-release problem." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization/tied-weight inconsistency vs LoRA merge collapse." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attn import breakage vs meta-device loading bug." + } + ] + }, + "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": 16, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:43278|issue:43825", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "ecdaeecb1011f82d180eb3485b811febb7c043cd95a8628c457f82dae7f1bfc8", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36644, + "estimated_input_tokens": 9161, + "estimated_eval_tokens": 18578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairings are clearly unrelated despite superficial subsystem overlap. The only convincing duplicate-like pair is the SigLIP2 user-visible failure vs the HF/JAX discrepancy report; the rest differ in model, API surface, or root cause.", + "confidence": 0.77, + "canonical_issue_reason": "issue:38175 is the most concrete representative of the only likely duplicate cluster here (SigLIP2 output failure) and is the earlier, user-facing symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:38175 is the strongest canonical issue candidate because it anchors the one true near-duplicate pair and describes an explicit failing behavior on a named model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but one is a StableLm config regression and the other is a broader model-loading failure for a different model; root causes do not align." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and meta-device loading breakage are different regressions affecting different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen2.5 VL class and DeepSeek detokenization are different failures in different areas." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "One is a processor/tokenizer regression, the other is batched video shape handling; they are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and evaluate-after-train failure are different training/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offload behavior are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability/output correctness and RT-DETR memory reclamation are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a crash on batched padding=False input while the other is an all-zero assistant mask; symptoms suggest different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "These are separate tokenizer/save_pretrained issues for different models and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift is not the same as inefficient MoE training memory usage." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer access regression is different from SigLIP2 nonsensical model outputs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols and different subsystems." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both describe the same SigLIP2 correctness problem: user-visible wrong/degenerate outputs versus divergence from the original JAX implementation." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 config failure and Qwen2.5 VL import failure are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline APIs and different deprecated behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video processor shape handling and SigLIP2 output discrepancy are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation omission and removal of is_torch_fx_available affect different code paths and concerns." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batching shape bugs and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image generation test failure and a stale generate() warning are not the same problem." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary collapse and category-cardinality runtime limits are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg regression and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video shape errors concern different processor logic." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Missing STE behavior in DAC and a stale CI device override test are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention helper import and Torch 2.10 incompatibility are different compatibility issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size mismatch and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype changes and a pipeline error-message/docs regression are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are different training bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash and Qwen2.5-VL video position-id issues are distinct multimodal regressions." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet, and the soft-edge calls are generally conservative. The only accepted pair is reasonably supported by shared SigLIP2 output-correctness language, and the rejections avoid claiming duplicates where the titles point to different models or failure modes. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:37428|issue:44351", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:44855|issue:45083", + "issue:45200|issue:45381", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43720|issue:44112", + "issue:43335|issue:45593", + "issue:45459|issue:45712", + "issue:44448|issue:44977", + "issue:44568|issue:45491", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "f38c872cb295fc5c17d32526f3e861a7ac3a5a6e7dae59cc8fbc09c66ffdb076", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38804, + "estimated_input_tokens": 9701, + "estimated_eval_tokens": 19658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports, with one clear exact duplicate pair around Qwen3.5 MoE from_pretrained failures. I would consolidate only that pair and keep the rest separate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report for the exact duplicate pair with issue:45478; the titles and underlying failure description match closely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue here because it is the most direct canonical target for the only strong duplicate match in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both relate to model behavior regressions, but they are different code paths and failures: Pegasus generation output changes vs Qwen recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Both involve auxiliary inputs/processor behavior, but one is Gemma 4 mm_token_type_ids handling and the other is flash_attention integration crashing on s_aux=None; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: SwitchTransformers config layer construction vs Bamba torch.compile with SDPA." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and breakages: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5-related regressions, but one is a missing helper for trust_remote_code models and the other is a Deepseek tokenizer correctness issue." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is a tokenizer resolution issue, not the same as removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model loading failures, but the concrete causes differ: base_model_prefix handling vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "These both touch label handling, but one is gather_for_metrics dropping tuple labels and the other is BeitImageProcessorFast.reduce_labels returning only one label." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "The first is a SigLIP2 doc/example problem; the second is a Beit image processor bug. Same broad area, different underlying issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and position-id key issues are unrelated model/runtime bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate titles and same reported failure: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are different subsystems and failure modes." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to qwen3_omni_moe feature-length calculation behavior." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning mm_token_type_ids and Qwen2.5-VL video vision_position_ids are different model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba and stale device override CI failure in GraniteSpeech are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-extract length helper are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/example errors and unexpected position-id key behavior do not share the same underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config issue and BEiT pretrained-loading legacy-field issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError on Python 3.13 are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different regression surfaces: Pegasus output changes vs Deepseek tokenizer correctness." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and unexpected position-id keys are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and dtype mismatch in bfloat16 inference are not the same concrete bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and GraniteSpeech CI stale device override are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error handling and dummy PT object cleanup are unrelated maintenance/bug fixes." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are separate model-specific regressions." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token addition and Gemma3 NaN embeddings on mixed-length batching are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different models, different numerical issues: LwDetrImageLoss AMP crash vs SwitchTransformers/TimmWrapperModel dtype mismatches." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading regression and token embedding reinitialization after resize are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import failure and flash_attention s_aux=None crash are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet shows one clearly strongest duplicate pair, issue:45310 and issue:45478, with identical titles and the highest similarity among the listed pairs. The remaining soft-edge rejections are conservative and do not overreach beyond the titles/evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:44977|issue:45563", + "issue:43927|issue:45698", + "issue:43550|issue:45083", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:44451|issue:45520", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44361|issue:45198", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "56dbd18c063532cdec7daf83f1ed9460fb356a894b2be2f2c04fd89a2e7a856f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35521, + "estimated_input_tokens": 8881, + "estimated_eval_tokens": 18018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a true duplicate set; the items span unrelated tokenizer, generation, export, flash-attention, quantization, and model-specific regressions. No soft pair is close enough to merge as the same underlying bug/change.", + "confidence": 0.83, + "canonical_issue_reason": "No exact duplicate center emerges; issue 44462 is the broadest tokenizer-loading/serialization report and the closest anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the least-bad representative because it is a general tokenizer loading/serialization bug, but the cluster is still too mixed to treat it as a real duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale paged-generate warning are different symptoms and code paths." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "A torch.compile SDPA failure and a feature-extraction helper length mismatch are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer loading, but one is a decoder-type mismatch and the other ignores tokenizer.json; different concrete failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures and a flash_attention.py None crash are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale generate warning are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading problems and unexpected position-id keys do not share the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "A missing ReasoningEffort import and protobuf-related tokenizer error masking are different dependency issues." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Version-output mismatch and tied-weight serialization inconsistency are distinct bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d behavior in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing restrictions in eval are different issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crashes and sink-less flash_attention None handling are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "A model loading failure and a Python 3.13 flash_attn import KeyError are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent state reset logic are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer batching/NER crashes and save_pretrained/tokenization failures are different model/tokenizer bugs." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "A Python-version support regression and a model-implementation divergence are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Nonsensical model outputs and a memory leak are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config model failure and quantized model saving failure are different quantization problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates in TokenizersBackend and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS configuration mismatch and flash-attention generation regression are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center-arg crash and video-input regression for Qwen models are not the same underlying failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 output regression are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing 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": 16, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + 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"issue:44464|issue:45491" + ], + "prepared_review_unit_hash": "5ae75595025dcd8e746b7fe00ca884584edf0abaeceaf8c49ab5e7b34a2ec4c6", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated transformer bug reports; the soft-similarity pairs look like false positives rather than true duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; if one representative issue is needed, issue 45372 is the closest hub because it is active, has inbound references, and spans a widely used Gemma4 loading path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the best single representative only in a loose sense due to its broader version impact and discussion activity, but it should not be treated as the duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both hit serve-related crashes, but one is a KV-cache continuation indexing bug and the other is a Gemma4Processor `_tokenizer` attribute issue; different code paths and fixes." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "One is a MacOS bus error for a community CLIP model, the other is a SigLIP2 doc example with model/processor mismatch and quantization failures; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "A LayoutLMV3 error-message clarity complaint is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor/model input-size mismatch and an RT-DETR memory-leak report are distinct issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling and Gemma4 processor loading dependency import failure are different failure modes." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same underlying bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and DeepSeekV3MoE divergence are separate model-implementation problems." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is an import-time dependency problem and the other is a serve-time processor attribute crash; they are not the same fix." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue with mismatched head dimensions are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval and a tensor-parallel OOM on a large Qwen2 model are different symptoms and causes." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing being invalid in eval mode is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype regression and undefined variables in multimodal token counting are separate bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 with cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error do not share the same code-path failure." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A NoneType broadcast error in Trainer and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window behavior are distinct issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2_5_VL import and a generic transformers dependency issue are too broad and different to merge." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT `reduce_labels` returning one label and LayoutLMv2 tokenizer crashes on batching are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and the 2^24 category-limit runtime error are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "A label-reduction bug in BEiT fast processor is unrelated to LwDetrImageLoss AMP crashes." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are different model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Ministral-3 FlashAttention failure in v5 RC and `s_aux=None` crashes in flash_attention.py are separate integration bugs." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "BEiT label reduction and OmDet-Turbo image-size mismatch do not overlap." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and bfloat16 dtype mismatches in inference are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and LasrFeatureExtractor unsupported-arg crashes are distinct processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3 recurrent-state reset in cached seq_len>1 and Whisper batch_decode skip_special_tokens handling are different behaviors." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and Gemma3 NaN embeddings from sliding-window all-padding cases are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43452|issue:45588", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45072|issue:45229", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:45588|issue:45600", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + 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"aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the items span unrelated regressions, model-specific bugs, docs issues, and training/runtime problems. None of the soft pairs look like the same underlying issue, so there is no clear canonical issue or PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: gguf loading/tokenizer/model factory vs flash-attention s_aux handling." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated problems: layoutlmv3 box/info error message vs token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch custom model init, but they describe different bugs and model-specific behavior, not one concrete fix." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Different OOM causes: tp load OOM vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Dtype mismatch in CI models vs multi-GPU CUDA OOM for Gemma4; not the same failure mode." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different models and APIs: Qwen3.5 flash-attention generation vs Whisper empty-transcription chat-template failure." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both are multimodal model issues, but one is a Mac bus error on CLIP and the other is bad probabilities on SigLIP2." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API differences, but they concern different missing attributes on different model configs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen models is separate from apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape-mismatch load error for Qwen3-VL is not the same as incorrect save_pretrained checkpoint contents for Qwen3.5." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving a dequantized model is a different issue from loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated training/runtime issues: Deepspeed Adafactor OOM vs TrainerState token counter not updating." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are load regressions, but one is a specific Llama 3.2 Vision breakage and the other is a generic base_model_prefix issue." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver positional interpolation failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example mistakes are unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and torch.compile attention-kernel divergence are different bugs in different subsystems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation divergence and stale pipeline docs after v5 removals are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Different model/runtime issues: Bamba torch.compile+SDPA failure vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 wrong outputs are unrelated to LasrFeatureExtractor's unsupported center argument crash." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior and sequence-classification zero-loss bug are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:43316|issue:44877", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:33290|issue:34689", + "issue:25251|issue:28282", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:41950|issue:43475", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "c99f9734cd324ef052a7ce8559fda8e93d202cfdc6f23567e268d6c92f5d0fa0", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous issue cluster: the titles span unrelated bugs across config loading, model I/O, training, and multimodal pipelines. None of the soft-similarity pairs are convincing duplicates under a strict same-root-cause standard.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 is the best representative placeholder here because it has the broadest concrete user impact, multiple inbound references, and active discussion; but the overall set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest standalone issue in the set for triage because it is well-discussed, externally referenced, and describes a concrete reproducible failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config/model API handling for multimodal models, but one is Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM.from_config text_config unwrapping for Qwen; different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "These are unrelated import errors from different packages/components: AutoImageProcessor vs mistral_common ReasoningEffort during Gemma 4 processor loading." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading with packed weights and AutoTokenizer loading FastSpeech2ConformerTokenizer are different code paths and failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is missing fields with trust_remote_code and the other is rotary_pct not surviving reload; not the same root cause." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast failure and DeepSpeed Adafactor OOM are distinct training/runtime problems." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and unrecognized model/config.json loading are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id mismatch are separate bugs affecting different subsystems." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and GenerationMixin import failure are different issues with different failure points." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are not the same defect." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/IndentationError and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init deprecation/validation is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed and optimizer step being called twice under DeepSpeed are different optimizer control-flow bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error and Qwen2.5-VL batched apply_chat_template crash are different model-specific issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and MacOS bus error in CLIP model loading are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and strict config loading for granite_speech are both config-related but not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM-125M load key error do not share a concrete root cause." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "TensorFlow missing from a torch extra install and Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 Vision loading breakage are separate regressions." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct model bugs." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are not the same underlying problem." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline using image processors and SAM 3 Video missing fpn_position_embeddings are different multimodal issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync_gpus issue and gather_for_metrics label truncation are unrelated training/utilities bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/image passing regression and pipeline translation-task error messaging are different v5 regressions." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id configuration mismatch and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary causing collapse and Gemma 4 mm_token_type_ids defaults are different model-training behaviors." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are separate bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma-3 eos_token_id inconsistency are different problems, even if both touch multimodal processing." + } + ] + }, + "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": 16, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + "issue:43575", + "issue:43646", + "issue:43673", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:33290|issue:35141", + "issue:43761|issue:44479", + "issue:43673|issue:44743", + "issue:33290|issue:36331", + "issue:43065|issue:44617", + "issue:43452|issue:44496", + "issue:43575|issue:43742", + "issue:43646|issue:44913", + "issue:42617|issue:43575", + "issue:44936|issue:45698", + "issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44479|issue:44734", + "issue:44464|issue:44871", + "issue:44617|issue:45584", + "issue:43065|issue:44610", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:43335|issue:44855", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "de360595568d957d2aa2f3847c59464d05069816d55a81d336934b9d8dc1f2b2", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35847, + "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 heterogeneous: most items are unrelated regressions, model-loading bugs, or docs/training issues, and none of the soft pairs look like true duplicates of the same underlying bug/change. I\u2019d keep them separate; there is no strong canonical item, though one broad v5 initialization regression is the least-bad anchor.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43646 is the broadest generic regression report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d), so it is the closest thing to a cluster anchor, but the surrounding issues are too diverse for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best weak representative because it captures a high-level framework regression rather than a model-specific symptom, but it should not be treated as a true duplicate magnet for this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in Adafactor/DeepSpeed and embedding reinit in post_init are unrelated bugs." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regression reports, but one is CLIPVision hidden_states and the other is Qwen video input behavior; different code paths and symptoms." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is GenerationMixin chunked_prefill cache availability and the other is Qwen3.5 recurrent state reset; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor OOM in deepspeed and CustomTrainer compute_loss signature breakage are clearly unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same model family (Sam3), but one is a dummy Conv2d issue and the other is a CUDA OOM in video inference; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF tokenizer/model loading failure and an unrecognized model config are different loading problems." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Both are load failures, but one is tensor-parallel OOM on a 57B model and the other is a KeyError for a small model; different underlying causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config/init/reload behavior, but one is a broad v5 custom model initialization break and the other is GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2 TP OOM are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained involve different workflows and failures." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression and router loss omission are unrelated model behaviors." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related at a high level, but one is TP OOM during loading and the other is offloading/quantization behavior; not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both touch initialization semantics, but one is a model-specific post_init allowance and the other is non-persistent buffers being filled with junk; too different to merge." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both are Qwen3-family issues, but weight-shape mismatch and tied-weights warning bugs are distinct." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency and Gemma-3 eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model/runtime issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are state/persistence regressions, but buffer junking and rotary_pct reload are not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count limit are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading Phi-4-multimodal with latest transformers are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus generation test failure and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing error and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal inputs, but all-zero assistant masks and wrong vision_position_ids are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and a Python 3.13 IndentationError are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Qwen3.5 visual encoder save_pretrained keys are different save/merge 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": 16, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:43335|issue:44190", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:44561|issue:45632", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "636489222eb392437cc15e72243ad29498b0a53e0090d5384ddf0f33a154d841", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft edges are all false positives: the items span unrelated import errors, config/serialization regressions, model-specific runtime bugs, and separate CI/serve issues rather than one duplicate bug cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #44734 is the best single anchor if one must be chosen: it is a concrete runtime bug with a clear code path (serve/KV-cache indexing) and sits near the most coherent runtime-regression theme in the set, though the overall cluster is too heterogeneous to be a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "#44734 is the most defensible representative issue, but only as a pragmatic placeholder; it does not actually subsume the other issues in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: Python 3.14 import/load problem vs tensorboard-without-TF backend initialization error." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is a post_init policy change and the other is a granite_speech loading bug." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Separate Python compatibility issues with different root causes and code paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated serialization bugs: non-persistent buffers vs rotary_pct resetting on reload." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems entirely: torch.compile/SDPA model failure vs example script dataset loading." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve sequence-state behavior, but they affect different models and distinct bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different problems: multimodal video input handling vs serve KV-cache tensor indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different concrete bugs: resize_token_embeddings propagation vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but they stem from different stale references in different places." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared underlying bug; one is a vague placeholder title, the other is a specific fbank feature issue." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different failures: multi-label example output vs local dataset loading in a training script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regression types: processor/tokenizer handling vs embedding/output weight resizing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers layer construction bug is unrelated to the dataset-loading issue." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they reference different symbols and likely different breakages." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different runtime errors in unrelated features; no shared code path." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to Qwen3.5 save_pretrained serialization." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: None-default initialization vs strict-field dropping in different multimodal configs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Nonexistent import problem vs a Qwen3.5 chat crash; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different model-specific bugs with no shared failing code path." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve cache indexing bug and local trust_remote_code cache-path collision are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a compiled-kernel failure and the other is a version-check/import gating bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code is only a broad theme here; FX API removal and cache-path collision are separate issues." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization problems: tied lm_head weight behavior vs rotary_pct reload drift." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are related only superficially, not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute crash is unrelated to trust_remote_code cache path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading failures with different symptoms and causes." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning about generation parameters is not the same as an empty-transcription runtime failure." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43388|issue:43688", + "issue:43295|issue:45335", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:44016|issue:44062", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43824|issue:44933", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "233ebbe259c7871206ae2dc47605c5fa45e3f9268b526d8981772100c34d94b9", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regressions and docs/config issues, with only superficial overlap around model loading, v5 breakages, and multimodal/model-family regressions. None of the proposed soft pairs look like the same concrete bug or change.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is open, broad, and centered on recent v5 remote_code/model-loading breakages that overlap conceptually with several other reports, even though it is not a duplicate of them.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest standalone triage target because it is the broadest, still-open regression report and can serve as the nearest cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: pipeline processor lookup vs a notebook syntax error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading related, but one is Phi-4 multimodal loading and the other is stale auto_mappings entries for Sam3LiteText." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Unrelated code paths: metric gathering vs auxiliary loss normalization." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer image handling and the other is resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale device override test vs a model loading failure; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention loading." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: unrecognized model config vs PIL image processors wrongly requiring torchvision." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal model-load issues, but they affect different models and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs feature extraction bug; no shared code path." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3VL, but one is loading failure and the other is incorrect save_pretrained output." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different subsystems: MoE sliding-window behavior vs auto_mappings stale config references." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend dependency problem vs a generic dependency issue; too broad and not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to TextClassificationPipeline docs behavior." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Both are model/runtime regressions, but one is embedding resizing and the other is Whisper empty-transcription generation." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD arguments being ignored is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but different save/load regressions and different versions." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are composite-config/model-selection problems, but one is missing model_type resolution and the other is unwrapping text_config in from_config." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs for return_all_scores vs a model config import/load error; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline processor lookup issue is unrelated to remote_code model-loading regressions." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss routing bug vs mm_token_type_ids defaults; different model logic." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained are separate regressions." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword conflict; no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python-version compatibility issue vs an unreleased peft version bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems after upgrade, but one is HybridCache specifically and the other is a broad migration report." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different missing imports from different modules; not the same symbol or code path." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric label dropping and pipeline documentation mismatch are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different model/config issues: default multimodal subconfigs vs missing pad_token_id attribute." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend installation 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": 16, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "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:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:32090|issue:35141", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44297|issue:44462", + "issue:38175|issue:44617", + "issue:41950|issue:43650", + "issue:43976|issue:44279", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "f56484c93fba19015b11bb7e61369d9f64aa4e5966556d59be060c09a6075fb6", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: tokenizer-loading regressions, multimodal processor bugs, quantization/offload issues, attention backend failures, and CI/doc cleanup. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 44462 is the clearest, most self-contained bug report in the set: it describes a specific AutoTokenizer regression with a concrete failure mode (ignoring repository tokenizer.json).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative issue because it is concrete, actionable, and narrower than the broader tokenizer/loading complaints elsewhere in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash; different code paths and failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is a PEFT version pin bump; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and token embedding reinitialization are unrelated model/training bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both mention GLM-4.7 loading, but one is a Moe model load breakage and the other is a Flash variant unit-test issue; not enough evidence of the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is processor.tokenizer/image-passing breakage and the other is Deepseek tokenization drift; different behaviors and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a docs mismatch for return_all_scores." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch differs from AutoTokenizer ignoring tokenizer.json on load; save-side vs load-side problems." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and Sam3Video OOM are unrelated inference bugs." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification pipeline processor lookup and an unrelated missing-data issue are not the same underlying bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility and a dependency issue with transformers are different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is repository tokenizer.json selection and the other is incorrect Deepseek tokenization; not the same concrete bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/VL issues, but assistant_mask generation and RoPE temporal indexing are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python support breakage and a model-loading failure for physical-intelligence/fast are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo maintenance/CI issues, but one is stale auto_mappings references and the other is leftover dummy classes." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch shape handling has nothing to do with the dependency issue in transformers." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload bugs." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default-resolution failure are unrelated model implementation issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch embeddings/weights, but one is serialization of tied weights by device and the other is resize_token_embeddings not propagating to Gemma4 outputs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM/Moe model bugs: one is a missing rms_norm_eps precision issue, the other is torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention backends and different breakages." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Missing data and chat-template crashes with tool-call assistant messages are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files is a save/export bug; gemma-4 zero3 from_pretrained is a loading bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Both are loading regressions, but one is AutoTokenizer.from_pretrained in v5 and the other is ESM2 being broken; no concrete shared root cause." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Missing nn import in sentence-transformers and undefined tf backend when only tensorboard is installed are different dependency/import problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are separate model-specific issues." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token CI failure and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and TensorFlow backend/import issue do not describe the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change across versions and a missing-data issue are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and incorrect SigLIP2 model/pipeline outputs are not the same issue." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss omission 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": 16, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43673|issue:43761", + "issue:44188|issue:44336", + "issue:43525|issue:45759", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:43352|issue:45250", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44462|issue:45356", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "b57794172e0b4d3a51e910b5d58b8c5cb2485d0c64d8ca5b6db37751b726f094", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36531, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues spanning imports, model loading, tokenizers, pipelines, and docs. None of the soft-edge pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43824 is the strongest representative anchor here: it is a high-visibility user-facing import regression with the most inbound references among the listed issues, and it fits the recurring multimodal/import-broken theme better than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best single issue to represent this cluster because it has the clearest external impact and strongest linkage signals (discussion/inbound references) while still being a concrete Transformers regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs. init_empty_weights loading TypeError; different failure modes and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template/multimodal processing, but one is about audio sampling-rate defaults and the other about assistant mask generation; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 Video attribute error and notebook syntax error are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs. Gemma-4 ZeRO-3 from_pretrained failure; different underlying issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked_prefill cache regression and CLIPVisionModel hidden_states regression are separate model-path bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Llama4 pad_token_id attribute issue and Qwen multimodal text_config unwrapping are different config-loading defects." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model loading problems, but the missing pad_token_id and glm-4v loading failure are not the same code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs. SAM3 Video OOM; no shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE/version compatibility, but one is a LoRA reuse problem and the other is a model-loading regression; too different to merge." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to Python version support breakage." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to slow import performance." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission in loading_report and position_ids docstring are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Specific Nemotron Flash Attention 2.0 support gap vs. a broad Flash Attention 2.0 issue; not the same concrete bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module import." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing losses, but they are different loss terms in different models and triggered by different flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer/position_ids access error is unrelated to Gemma-4 ZeRO-3 loading." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping failure and missing TensorFlow backend handling are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model_type are distinct problems." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and fbank feature extraction are different processing bugs." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Kimi-K2.5 codec handling regression are both tokenizer-related, but not the same underlying defect." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing is_offline_mode import from huggingface_hub are unrelated import errors." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes are unrelated to GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export problems, but they expose different missing symbols from different modules and do not look like one fix." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache regression and removal of is_torch_fx_available are separate compatibility problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5 VL import failure and Python-version incompatibility are different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support issue and Phi-4 multimodal loading failure are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import performance and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LwDetrImageLoss AMP crash are distinct training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:45292|issue:45701", + "issue:44779|issue:45701", + "issue:43901|issue:45003", + "issue:45561|issue:45563", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:43526|issue:45003", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "3db959fa3a15c6dd8f3baa1e66134fffa095bdec5d98cdb5b6b491e37d6b3aac", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37099, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are model- or subsystem-specific regressions (tokenizers, config loading, generation, DeepSpeed, SAM, Gemma/Qwen), not true duplicates. I did not find any soft-edge pair that looks like the same underlying bug/change.", + "confidence": 0.35, + "canonical_issue_reason": "issue:45003 is the most central/core-library bug in the set and the broadest implementation-level regression, so it is the best single anchor despite the cluster being quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the least model-specific and most likely to generalize across several loading/import-related regressions; none of the other issues cleanly covers the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Different failures: a Qwen3.5 chat crash vs a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and bugs: ESM2 is broken broadly, while this is a Gemma4 multimodal fine-tuning default-value issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "One is a position_ids buffer access error; the other is a performance regression after upgrading Transformers." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in DeepSeek v5 is not the same bug as resize_token_embeddings failing to update output embeddings." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different code paths and models: FlashAttention on Ministral-3 vs video-input processing in Qwen3OmniMoe." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings behavior is unrelated to Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config handling, but they describe different strictness problems on different model families." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import-name error for Qwen2.5 VL is unrelated to the DeepSpeed ZeRO3 BertModel IndexError." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model fails for one reason; the other is about protobuf decode-error handling masking tokenizer errors." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Both involve image processors, but one is an import error and the other is a pipeline choosing the wrong processor type." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings/output-embeddings mismatch is not the same as a general tokenization-change regression." + }, + { + "left": "issue:44779", + "right": "issue:45701", + "accept": false, + "reason": "A specific DeepSeek tokenizer bug is not the same underlying issue as a broad version-dependent tokenization change." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for text classification does not share the same root cause as unsafe sys.modules access." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale generation warning for num_return_sequences." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen multimodal/config issues, but one is a missing strict-config field and the other is AutoModelForCausalLM.from_config unwrapping text_config." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes emitted by loading_report." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Different SAM3 issues: a dummy Conv2d implementation vs a model-type mismatch warning." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque IndexError." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different models and symptoms: GlmMoeDsa stale cache crash vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config.json handling is a different loading-path issue than unsafe sys.modules access." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults are unrelated to intermittent import latency." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading for tokenizers is not the same as a Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: missing fpn_position_embeddings vs video input ValueError." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embeddings, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer-cache crash is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is a tokenizer-specific bug, not the same as the broad ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are both warnings, but they refer to different warnings in different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained and a double optimizer-step bug with DeepSpeed are distinct problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init policy enforcement." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:45003|issue:45561", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:42222|issue:45200", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "3a74d9d983dfd98971b913279b83765b084197bd476fbb2c68b6c0d796904c34", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "There are at least two clear duplicate issue pairs in this packet: the Qwen3ForCausalLM VRAM leak reports (issue:42673 / issue:43704) and the Qwen3.5 Moe from_pretrained reports with identical titles (issue:45310 / issue:45478). The remaining soft-edge pairs are broad subsystem similarities, not the same concrete bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the best canonical issue overall: it is the more detailed Qwen3ForCausalLM VRAM leak report with stronger discussion signal, and issue:43704 is an exact duplicate; issue:45310/45478 is a separate identical-title duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue candidate overall because it is specific, reproducible, and clearly duplicated by issue:43704, with more discussion than the later copy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache internals, but the failures are different: chunked-prefill cache handling vs serve response tensor indexing." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the pytest-xdist capture-file race." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different model/config issues." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils and protobuf error masking are different import/tokenizer problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer metadata mismatch and the other is processor missing files." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic Transformers v5 custom-init breakage and ESM2-specific breakage are too different in root cause and scope." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save missing files is unrelated to the optimizer step being called twice under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation, but one is sync_gpus state update and the other is chunked_prefill cache handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different directions of failure." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance slowdown after upgrade and Qwen3.5 Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 output attribute error and trust_remote_code config-field loss are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different crashes in different subsystems; no shared concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Import-related issues, but in different modules and with different missing symbols." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but missing vision config field vs from_pretrained error is not enough to prove the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor save missing files are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal model bugs: SAM3 attribute missing vs qwen2.5-vl position-id error." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Repeated pair; still different crashes in different code paths." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Repeated pair; different import failures in different modules." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Repeated pair; same family but not enough evidence of the same root cause." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose breakage and Gemma 4 token-type defaults are unrelated model-specific issues." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both are FP8-related, but one is accuracy and the other is save_pretrained behavior; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is not fully grounded: besides issue:42673/issue:43704, the packet also contains another highly likely duplicate pair with identical titles, issue:45310 and issue:45478 ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'). That makes 'only one clear duplicate pair' too strong. The rest of the soft-edge calls are mostly conservative, but this missed duplicate is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:42898|issue:43295" + ], + "prepared_review_unit_hash": "3a415e477de1a1acb56686e1d729da6011ac47950444056dd8cddccf769e0b17", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37329, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives. The items span unrelated failures across tokenizer behavior, import/export breaks, multimodal processors, DeepSpeed/training, packaging, and docs, so there is no single safe duplicate cluster canonical.", + "confidence": 0.93, + "canonical_issue_reason": "No safe canonical issue: the set is heterogeneous and the soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative; the cluster mixes unrelated regressions and maintenance bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and different API breakages." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained failure and the other is a from_pretrained error in a specific model family." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Different serialization problems: quantized model saving vs save/from_pretrained handling of extra_state." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend inclusion is unrelated to dummy classes leaking into dir(transformers) and failing repo checks." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss omission are different code paths and symptoms." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they are for different names and unrelated compatibility regressions." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both touch Qwen/MoE, but they describe different regressions and different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config loading and an xdist file race are entirely unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Multimodal model loading and DeepSpeed ZeRO3 deque errors are separate bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A captured_info.txt race under xdist is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in Sentence Transformers is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Pipeline docs mismatch and an xdist file-race bug do not share the same root cause." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation internals: kwargs propagation vs attention-kernel branching under torch.compile." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime kernel divergence is unrelated to a docstring issue about position_ids." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluation and a ZeRO3 deque IndexError are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different missing symbols in different packages/models." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is a different save/load path from the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed Adafactor OOM are unrelated training issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache indexing crash and auto_docstring annotation handling are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior changes and Kimi tokenizer codec handling are different tokenizer regressions." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading regression and BOS/EOS add_special_tokens behavior are distinct tokenizer problems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "These are separate tokenizer regressions with different symptoms and root causes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version bump issue is unrelated to leftover dummy classes in the package API." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V processor token counting and old InternVL2 meta-init incompatibility are different multimodal failures." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output drift are not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "One is multimodal config default initialization; the other is ModelOutput None-key assignment." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and a multimodal model load failure are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and double optimizer.step under DeepSpeed are different training/runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer/image-input regression are separate v5 breakages." + } + ] + }, + "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": 16, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712", + "issue:45753" + ], + "soft_pairs": [ + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:43873|issue:44945", + "issue:44263|issue:45092", + "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44514|issue:45103", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:41628|issue:43824", + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "30afc7ccacb939c32c4f24100162266eb3e6543730db34d937db7b60297759db", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38530, + "estimated_input_tokens": 9633, + "estimated_eval_tokens": 19522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy: it mixes several unrelated themes (import/export regressions, tokenizer/cache issues, save_pretrained/serialization bugs, training-loop bugs, and model-specific inference regressions). I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so I reject all candidate merges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41628 is the clearest representative of the cluster\u2019s most recurring user-facing theme: a top-level import/API regression in transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 has a concrete, broadly relevant failure mode and is the most central representative of the import-surface issues in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both are import-surface problems, but one is a missing/nonexistent symbol and the other is dummy-class leakage; different fixes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend-install coverage vs image_utils import/export regression; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Top-level import failure vs tokenizer/protobuf error handling; unrelated code paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained/MoE issue vs tokenizer_config class mismatch; different serialization bugs." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing image_utils import; unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs double optimizer-step bug; no shared code path." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug vs Whisper decode crash; separate model paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument regression vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue vs processor.save_pretrained missing files; different symptoms and fixes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but one is FP8/MoE and the other is processor artifact omission." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs vs Trainer.compute_loss signature break; unrelated training issues." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different dependencies; not the same regression." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting vs model-loading regression; no overlap in bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading/cache issue vs flash-attention generation bug; distinct failures." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained error; different paths." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch dependency error vs MLflow reporting bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training reporting issue vs embedding reinitialization bug; different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save bug vs question about default shard size; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return-value bug vs missing ReLU in DSA indexer; different concrete code defects." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "chat/completions request rejection vs processor missing _tokenizer attribute; separate serving bugs." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline-parallel output correctness; not the same root cause." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Indexer tensor-split bug vs meta-init incompatibility for old checkpoints; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction vs RoPE implementation bug; no shared code change." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4 config defaulting bug vs non-persistent buffer corruption; different initialization problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched processor chat-template crash vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs missing processor save files; distinct serialization/runtime bugs." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading from cache vs eos_token_id inconsistency; different tokenizer issues." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config persistence/defaulting bugs in different model classes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save; different Qwen3.5 bugs." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probabilities bug; unrelated model behaviors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and root causes; not mergeable as one fix." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module vs missing PyTorch backend; different import failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; separate workflows." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; different defects." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime tensor-split bug vs docstring issue; not the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output error vs infinite-loop generation on a specific image; distinct model inference problems." + } + ] + }, + "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": 16, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:43122|issue:44521", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:44360|issue:44485", + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:42907|issue:43452", + "issue:44038|issue:44295" + ], + "prepared_review_unit_hash": "1b4135094e5be2f7fbf443fa65abc56b6a2c27c250093163bbe9cec01581ab1e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36416, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers regressions. I don\u2019t see any soft pair that clearly shares the same concrete bug; most are only loosely similar by subsystem or by being v5 migration issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: a general post-upgrade import regression report that can subsume multiple specific missing-symbol failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is open-ended, centrally about import breakage after upgrading, and broader than the model-specific or one-off tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems: FP8 accuracy regression vs a Qwen3-VL-Moe bug on v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing offline-mode import; the other is a broad import-error umbrella, not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken CLI command vs import-time NameError in a dependency integration." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer-path issues." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs cached_file kwargs forwarding bug; different code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs sync issue vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang in sentence-transformers vs MacOS bus error in a CLIP model; not the same failure mode." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration change vs torch.split return handling in a model indexer." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Processor kwargs forwarding vs chat-template crash with tool-call assistant messages." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific architecture/config bugs: RoPE layer dropping vs tied-weights warning." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized models and pipeline-parallel output correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a batched chat-template crash." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading registered position_ids buffers vs tokenizer_class metadata mismatch on save are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is load failure and the other is incorrect tokenization output; not clearly the same fix." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer load trouble and a specific FastSpeech2ConformerTokenizer load failure are too different without stronger evidence." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM 3 tracker type warning vs missing fpn_position_embeddings attribute in a vision encoder output." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError vs stale auto_mappings references to removed SAM3LiteText configs." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different apply_chat_template failures: changed tokenization output vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failure vs invalid GenerationConfig; unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is only one example of the broader import regressions, not the same concrete report." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm vs a docstring issue for position_ids." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation behavior vs GLM-5 RoPE implementation discussion are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe model bug vs tokenizer save metadata mismatch; not the same code path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for num_labels vs training degeneration with flash_attention_3." + }, + { + "left": "issue:43122", + "right": "issue:44743", + "accept": false, + "reason": "Chat-template/tokenization change vs recurrent-state reset with cache and seq_len>1." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading stall." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access issue." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation-state handling vs a runtime category-count limit error." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 token-type-id defaulting issue." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Model save/dequantization bug vs Phi-4 multimodal model loading failure." + } + ] + }, + "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": 16, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:42371|issue:43874", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:42175|issue:44938", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:38617|issue:45278", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446" + ], + "prepared_review_unit_hash": "6099498b0467409cc1f74a4a13ddd3985f3d6da66ca9bbd7bf4b90951a90dd0d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37030, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose mixture of Transformers v5 regression reports (tokenizers, imports, multimodal models, training, generation) with no clear duplicate pair that shares the same concrete bug. I would not merge any of the suggested soft pairs.", + "confidence": 0.78, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 45278 is the broadest umbrella-like report: it captures multiple import failures after upgrading Transformers, which is the closest thing here to a reusable triage anchor. The rest are narrower, model-specific bugs or unrelated regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall representative because it is the most general and could subsume a subset of the import-error regressions, while the other issues are too specific to serve as a canonical umbrella.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizers, but they describe different models and different failures: wrong offset mapping vs model loading failure. Not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Unrelated areas: tensor-parallel training vs example-script classification output. No shared code-path bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different paths. Too generic to treat as the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different concrete problems: Qwen3-VL-Moe runtime issue vs FP8 save_pretrained behavior. Same broad model family is not enough." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and symptoms; no evidence of one shared root cause." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure. Not mergeable as one PR." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/modules; only the symptom is similar." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression vs flash-attention generation failure. Different subsystems and different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Both use from_pretrained, but one loses a weight key and the other drops kwargs to cached_file. Different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch saving quantized models, but one is dequantized Ministral/Devstral and the other is FP8 MoE. Not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-time failures in unrelated libraries and paths; no common concrete regression." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues in different parts of the stack." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different models and different failure types: vitpose model breakage vs Ministral-3 flash-attention failure." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both mention version checks, but one is Python compatibility and the other is a PyTorch import guard. Different bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance and a multimodal image patch helper AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 implementation discrepancy vs Qwen3.5 infinite-loop generation on a specific image." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3.5 image-specific generation loop are not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate() failing after train() are distinct training bugs." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output and pipeline documentation/error-message behavior are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same broad Qwen3.5/MoE area, but one is save_pretrained for FP8 and the other is from_pretrained loading. Different concrete problems." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model variants and different actions: Qwen3-VL-Moe vs Qwen3.5 MoE loading." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption under FSDP2/PEFT vs generation cache missing during chunked_prefill are separate issues." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A model-specific feature-extraction helper bug and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package extras/backend dependency issue vs Python 3.14 load failure; no shared root cause." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation and a stale warning in paged generate() are different generation-layer bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but one is loading regression and the other is incorrect offset mapping. Not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regressions for different models with different symptoms; no evidence they share one fix." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import and a broad report of many import errors are not the same concrete issue." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash-attention crash on sink-less models are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and a layoutlmv3 error-message clarity issue are completely different." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Outdated docs referencing pipeline() and a flex_attention import/version-check bug are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42222|issue:45542", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:42175|issue:42222", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:42371|issue:44261", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44484|issue:45478", + "issue:43874|issue:44261" + ], + "prepared_review_unit_hash": "f56ab7cd006d8c0f1a0eaef5cc37f17586e05c2837ac26667a0a71051913365d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35455, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-specific bugs. I did not find any soft pair that looks like the same underlying issue, so all candidate edges are rejected. The broadest umbrella report here is the general post-upgrade import-error issue.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest regression report in the set, covering multiple import failures after upgrading Transformers, so it is the best umbrella issue target among these loosely related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and reusable duplicate target for the cluster\u2019s upgrade/import-regression theme; the others are narrower model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Different bugs: checkpointing/eval-mode behavior vs pipeline-parallel generation correctness." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is invalid GenerationConfig loading and the other is flash-attention generation output; not the same code path." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batching shape bug vs AutoProcessor missing torchvision dependency crash." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Unrelated dependency/version issues: PEFT minimum version bump vs PyTorch version gating for flex_attention." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug vs runtime special-token post-processor update bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup failure vs Mistral regex patch/backend_tokenizer crash; different failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3 dataloader threads vs dtype mismatch in inference; no shared underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different fixes." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degradation vs Qwen3.5 save_pretrained regression; unrelated behaviors." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow/tensorboard backend installation issue; different subsystems." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker vs MobileLLM loading KeyError; not the same issue." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen families and different symptoms: missing projections vs from_pretrained error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PreTrainedConfig type-checking regression; both version-related but distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Package/backend install mismatch vs broken VitPose models; no duplicate evidence." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE loading failure; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig vs unrecognized model_type/config.json problem; different loading failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a broad v5.3 acceptance issue and the other is a Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling vs deepspeed double optimizer step; different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs changed tokenization output across versions; related area, but not clearly the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal load failure vs broad import-error regression report; not the same concrete problem." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Precision warning during compilation vs BLIP2 dtype staying float32 on load; different dtype-related symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing import symbol vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings API guidance vs missing rms_norm_eps precision issue; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model failures vs protobuf-hidden tokenizer errors; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-related loading bugs; one is projection structure, the other is from_pretrained MoE error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config field warning vs unexpected position-id keys in many models; distinct regression symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch counting AttributeError vs MLA layernorm epsilon precision error; different model/components." + } + ] + }, + "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": 16, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:42673|issue:43577", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43986|issue:44117", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "e85e910aa4c6a44f7f8e211f3a0fb97924bcc5d7cd8f911b7636bb40445342c5", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37857, + "estimated_input_tokens": 9465, + "estimated_eval_tokens": 19186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers regressions, import errors, and model-specific bugs across different subsystems. I do not see any strong duplicate pairs, so no soft edges are accepted; issue 43873 is the most central/open report in the set.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43873 is the best hub-like issue here: it is open, has the most inbound references, and has substantial discussion, even though the cluster itself is not a tight duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative of the cluster by activity and external references, making it the best single issue to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: one is a torch.split return-value issue in GlmMoeDsaIndexer; the other is a GLM-5 RoPE implementation question." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but the code paths differ: bfloat16 compile warning vs sam3_video/sam3_tracker model-type warning." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 load failure and the other is degenerate training with flash_attention_3; not the same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the PretrainedConfig type-checking regression." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking breakage and TensorFlow-backend import confusion are different issues." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM loading is distinct from flash-attention generation failure on Qwen3.5." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are separate numerical-policy bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a concrete VRAM leak; the other is only a reproduction of a different upstream issue, with no shared bug path shown." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to save_pretrained shard sizing." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the specific failures and triggers are different and not clearly the same code path." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config option in v5 is not the same as gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both mention Qwen3-VL, but they describe different model variants and different loading failures." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to a PretrainedConfig typing regression." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings with different causes: model-type mismatch vs tie_word_embeddings guidance." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "AttributeError in multimodal token counting is unrelated to the torch.split return-value issue." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention training degeneration and category-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different modules and different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different problem from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency is unrelated to the v5 type-checking issue." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "A missing projection in qwen3next is not the same as a missing config field in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword conflict and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder config and flash_attention s_aux handling are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors from transformers, but the missing exported symbols are different and do not indicate the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak under threaded loading is unrelated to dtype propagation in Blip2/QFormer." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg forwarding to cached_file and the auto_docstring future-annotations crash are different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a model-loading bug and the other is a missing layer-projection bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen variants with different failure modes; not the same underlying issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Torchvision-dependent AutoProcessor loading and tokenizer-mapping None are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA layernorm epsilon precision error is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model-loading failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Unexpected API requests with local_files_only and missing embed_tokens.weight are different loading issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config option and a quantization/offloading issue do not describe the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to an isolated reproduction of a different upstream 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": 16, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42907|issue:45753", + "issue:43531|issue:45341", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:42994|issue:44655", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:44220|issue:44655" + ], + "prepared_review_unit_hash": "ae5697c208f393429af7d1db30336728cad3a27d94a4526560fe98aa84a8dc4d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37887, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly centered on import/load regressions, saving/loading behavior, and model-specific bugs. None of the soft-edge pairs look like true duplicates of the same underlying bug/change, so they should all stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45372 is a recent, well-scoped, concrete processor-loading import failure with clear impact and discussion; it is the best single representative if one issue must anchor this cluster, though it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the clearest standalone bug report in the set: specific reproduction domain, explicit failure mode, and active discussion, making it the strongest triage candidate for the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/loading crashes, but they involve different missing symbols and different code paths (AutoProcessor/torchvision vs Gemma 4 processor loading/mistral_common)." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Different failure modes: video model loading through AutoProcessor versus chat template crashing on assistant tool-call messages." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a generic bug report and the other is a pytest-xdist race on captured_info.txt; not the same concrete defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "One is an AutoProcessor import crash; the other is an unspecified small bug in testing_utils.py. Too little evidence of a shared underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Both touch API changes/docs, but one is a removed config flag and the other is a docs/behavior mismatch for TextClassificationPipeline; not the same issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different pipeline problems: misleading translation support messaging versus inability to save Pipeline objects." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: 3d_parallel.py runtime failure versus a testing_utils bug report." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Different model/save/load issues: missing embed_tokens.weight in UMT5Encoder versus a /v1/chat/completions request rejection." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utils bug versus flash_attention crash on sink-less models; no shared underlying defect." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure versus gradient checkpointing in eval mode; unrelated code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different model/config combinations and different causes." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile/SDPA failure are distinct model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch precision warning is not the same bug as a compile-time SDPA failure." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop inference bug are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are different subsystems and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model quantization saving versus Pipeline.save_pretrained are different save paths and failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs versus BeitImageProcessorFast reduce_labels behavior; no common bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling and Qwen2_5_VLProcessor batching crash are different endpoints and failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A warning about bfloat16 compilation is not the same as flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different packages; not the same underlying issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states being None; separate defects." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-related failures: request acceptance versus chat template handling with tool calls." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support request/issue. Not the same concrete change." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression and state_dict sorting load error are different load-time bugs." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError from configuration_utils and unintended API requests despite local_files_only are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request rejection versus Qwen2.5-VL video input position-id bug; different paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs/behavior mismatch for return_all_scores versus inability to save Pipeline objects; separate problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and SAM3VisionEncoderOutput missing fpn_position_embeddings are distinct attribute errors." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but one is sorted state_dict loading and the other is a Qwen3.5 save_pretrained regression; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention 2.0 support and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save flows." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression and Qwen2.5-VL video vision_position_ids bug are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different modules/symbols and different fixes." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Feature-extraction bug and Pipeline.save_pretrained failure 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": 16, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:41669|issue:44246", + "issue:43441|issue:44380", + "issue:43992|issue:45310", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44977", + "issue:43901|issue:44938", + "issue:44655|issue:44938", + "issue:42890|issue:44964" + ], + "prepared_review_unit_hash": "7debdb27f74f401fe4a1e5c1d252f3e12744cc44e42a04b358e79ff57dd9e836", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38409, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers regressions that only share superficial wording around loading, configs, attention backends, or tests. I do not see any soft pair that looks like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; among the small set of near-overlaps, issue 36683 is the closest anchor because it is the most discussed and sits in the recurring \"missing config/tokenizer attribute during model loading\" theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the best single issue to stand in for this cluster if one must be chosen: it is concrete, high-signal, and closest to the repeated model/config-loading regression pattern, even though the rest of the cluster is too heterogeneous to be a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs: a torch.split indexing issue in GlmMoeDsaIndexer vs a DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific RoPE problems; Smollm3 layer dropping is not the same as GLM-5 RoPE implementation questions." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but they are different attributes on different models (vocab_size vs pad_token_id), so not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Unrelated code paths: CLIPOutput attentions assignment vs Qwen3.5 save_pretrained checkpoint contents." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "One is an isolated repro of an earlier issue; the other is a Qwen3_5 image-specific infinite loop. No clear shared underlying defect." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attr during loading vs missing load-balancing loss when output_router_logits=False; different functionality." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading failures, but they affect different models and symptoms; not the same concrete regression." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3.5-family failures: Qwen3VL MoE loading breakage vs an image-triggered infinite loop." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support error vs Python version compatibility/load failure; unrelated causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for import-time performance is not the same as a report that import sometimes takes long." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but one is a model support failure and the other is ignored GPT2 scaling config; different bugs." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is a different loading bug from Qwen3.5 MoE from_pretrained failing." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention support failure and GPT2 SDPA/FlashAttention scaling misbehavior are not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling config ignored is unrelated to degenerate zero-loss classification behavior." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both mention model loading, but one is a sorted-state_dict load error and the other is a missing vision config field." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling under SDPA/FlashAttention are different problems." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different models and failures: Nemotron FlashAttention 2.0 unsupported vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both concern Python-file/import handling, but one is compiled Python file errors and the other is a torch.jit decorator parsing issue on Python 3.13." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attr in one model vs tokenizer mapping returning None in from_pretrained; similar shape, but different code paths and bugs." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are flaky tests, but one is missing set_seed() and the other is an xdist race on captured_info.txt." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder is unrelated to FlashAttention support errors." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure when state_dict is sorted is not the same as saving incorrect visual encoder keys." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they target different versions and failure modes; not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-loading regressions affecting different architectures." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Wrong optimizer states/params in Trainer is unrelated to saving Pipeline objects with save_pretrained." + }, + { + "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 during loading; different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Optional post_init in patchtsmixer is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP crash are different subsystems and symptoms." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to a flash_attention crash on s_aux=None." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load error with sorted state_dict is not the same as a question about the default max_shard_size." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "AutoModel missing PyTorch and tokenizer-loading regression are separate loading problems with different causes." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions assignment is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Pipeline save_pretrained behavior and Python 3.14 import failure are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a Phi-4 multimodal loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43010|issue:43976", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:38617|issue:43576", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "283b8a67373815d8e4d84c9d4d5193c99174d9e55b9622c69f0820596c5592d3", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39433, + "estimated_input_tokens": 9859, + "estimated_eval_tokens": 19974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated or only loosely similar by theme (v5 regressions, import errors, loading bugs, quantization, tests/docs). I do not see any soft pair that is safely the same underlying bug or change from the available titles alone.", + "confidence": 0.57, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 import-regression theme and is the closest thing to a cluster hub among these issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative and general issue in this set: it summarizes the widespread upgrade/import breakage pattern better than any single narrow report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: SamHQ test seed flakiness vs GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different areas: missing set_seed in SamHQ integration tests vs removed Sam3LiteText configs breaking auto_mappings." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated failures: local_files_only still makes requests vs AddedToken duplicate special kwarg error." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Only a loose testing theme; one is test seeding, the other is an unspecified testing_utils bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache/layer update no_grad issue is unrelated to SGD optimizer args not being used." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different bugs: FP8 save_pretrained problem vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "No shared underlying bug: network leakage with local_files_only vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different issues: compiled Python file errors vs a performance regression when filtering data after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different concrete failures: tensor-parallel plan missing vs from_pretrained load error." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to documentation confusion in model.forward." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5 MoE, but one is tensor parallelism and the other is a config field dropped by @strict." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different scope: cache update/no_grad behavior vs broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related regressions, but one is int4 OOM and the other is checkpoint reload compatibility." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow status reporting on training failure is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading in v5 and reloading checkpoints after upgrade are different code-path failures." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad bug is unrelated to the tie_word_embeddings warning in Qwen3.5 LoRA." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only API leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied via model_init is unrelated to a DSA indexer ReLU discussion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network requests has nothing to do with the placeholder 'racoon' issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs GLM46V image-patch counting AttributeError." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to saving Pipeline objects with save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: compiled-file execution errors vs PretrainedConfig type checking breakage." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache/layer update no_grad bug is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading break are different concrete load failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve version regressions, but one is Qwen3VL MoE loading and the other is generic checkpoint reload compatibility." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol and broken transformers env CLI are not the same bug from the available evidence." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "env command breakage is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI and missing Qwen2.5-VL import are different issues." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to Python-version compatibility problems." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different top-level symbols and no evidence of the same failing path." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different problems: missing layer_type_validation import vs broken env CLI." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "env CLI breakage is unrelated to cannot import HybridCache." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler timescale bug is unrelated to the placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs: no_grad update decoration vs sync_gpus kwargs update behavior." + } + ] + }, + "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": 16, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:44373|issue:44961", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908" + ], + "prepared_review_unit_hash": "a52c4d427529fd11139ac0129714d56fa0be41a590db606723ed6f10dc9a5923", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39280, + "estimated_input_tokens": 9820, + "estimated_eval_tokens": 19896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers issues that only overlap lexically. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "Too heterogeneous to nominate a true canonical issue; the items span unrelated docs, import/export, tokenizer, training, vision, and scheduler bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is required, issue:41669 is the strongest anchor because it is specific, broadly impactful, and well-discussed, but it is not a duplicate match for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs a doc mismatch in pipeline arguments; different problems." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor export vs compiled-file execution errors; unrelated code paths." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Training bug vs BeitImageProcessorFast label reduction bug; no concrete overlap." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "RMS norm precision/config issue vs DSA indexer activation bug; different subsystems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both are import/lazy-loading adjacent, but broken lazy loading and unsafe sys.modules access are distinct fixes." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files vs a placeholder bug report; no shared concrete issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression vs TensorFlow backend detection problem; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but one is 2D box hallucination and the other an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; different failure modes." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs missing GenerationMixin cache in chunked prefill; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision model output bug vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs missing tensor-parallel plan in Qwen3_5Moe; different concrete fixes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Version-upgrade reload failure vs remote-code/meta-init incompatibility; similar theme, different root cause." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring error for position_ids vs an unrelated placeholder issue; no duplicate signal." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs inverse_sqrt scheduler kwargs handling; distinct components." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Flaky integration test from missing set_seed vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import latency complaint vs lazy loading malfunction; same broad area, different concrete bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model type warning for sam3_video/sam3_tracker vs Liger Kernel not applied with model_init; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility issue vs Qwen3-VL vision bug; no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gap vs Qwen3-VL hallucination/error; different model and bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained vs placeholder bug report; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command regression vs scheduler kwarg handling; different areas." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler ignores kwargs vs config type-checking breakage; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing at runtime vs a typo in cache strategy text; not the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs placeholder bug report; no overlap." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance problem vs missing HybridCache export; both import-related, but different fixes." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup/performance vs a testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance issue vs a cache-strategy typo; no shared bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Two Qwen-family reports, but one is bbox hallucination and the other from_pretrained failure in Qwen3.5 Moe." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init Liger Kernel application issue vs degenerate training with flash_attention_3; different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init validation question vs _get_tied_weight_keys AttributeError; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Documentation still referencing pipeline() vs scheduler kwargs handling; different concerns." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion about forward inputs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance regression vs scheduler behavior bug; no shared concrete change." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration warning vs a typo in cache strategy docs; not a duplicate." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading problem; broad v5 issues but distinct failures." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weights helper AttributeError; unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug; different model/code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Placeholder bug report vs Qwen3.5 Moe from_pretrained error; no duplicate evidence." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Pipeline-removal docs debt vs a cache-strategy typo; different scope." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction vs scheduler kwargs bug; 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": 16, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "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:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:41669|issue:44998", + "issue:43704|issue:44998", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "fb17e6172e6263fa4e78b8af89a02ea2c2b51340cf43f90e548ade49f9cfdf4e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743057, + "estimated_input_tokens": 185765, + "estimated_eval_tokens": 371786 + }, + "budget": { + "node_count": 34, + "item_count": 34, + "soft_pair_count": 33, + "serialized_chars": 29031, + "estimated_input_tokens": 7258, + "estimated_eval_tokens": 14772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and should not be merged wholesale. The only clear duplicate-like pair is the tokenizer v5 regression reports (42913/43066); the rest describe unrelated loading, training, model-specific, scheduler, or documentation issues.", + "confidence": 0.78, + "canonical_issue_reason": "issue:42913 is the broadest and most representative tokenizer-v4/v5 regression report; issue:43066 looks like a narrower symptom of the same tokenizer decoder-type problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 is the best single issue to keep because it captures the general tokenizer behavior regression and can subsume the more specific decoder-type report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs: timestamp calculation vs RoPE implementation." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Unrelated problems: import-star performance issue vs VRAM leak in dataloader threads." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion in forward signature is unrelated to a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation issue and import error in flash attention utilities are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but the concrete failures differ: Liger kernel application vs meta-init incompatibility." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model code paths: GLM RoPE vs Gemma audio positional encoding." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network request bug is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as Qwen3VL timestamp math." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different subsystems and failure modes." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer torch.split issue is unrelated to Gemma audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is a different model bug." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak and a testing_utils bug are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both point to the same tokenizer v5 regression: changed behavior/decoder type in the new tokenizer stack." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and an unrelated off-topic issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id and tied-weight-key list handling are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue is unrelated to the off-topic item." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak is unrelated to the off-topic item." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer v5 bug is unrelated to the off-topic item." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and an import error are not the same defect." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the off-topic item." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and processor save_pretrained missing files are different issues." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job reporting failure is unrelated to checkpoint loading speed." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness is unrelated to tensor-parallel training failure." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance issue and documentation confusion are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both concern loading, but one is slow loading while the other is a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 inference support are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary correctly treats the cluster as heterogeneous and only elevates the tokenizer v5 pair (42913/43066) as the clear duplicate-like match. The other soft-edge rejections are supported by the issue titles and do not overstate overlap." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "ee29471cfaa4e59fa349f73a86698a741e1289b5500b76871f6dba3d277f9e64", + "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 issues only share broad wording about expanding architecture support. One requests Flash Attention 2 support, the other GGUF support, so they are distinct feature requests and not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate issue: the two items target different features and code paths (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the better representative only by chronology and discussion activity, but it should not be treated as a duplicate of 33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Superficially similar titles, but they request different capabilities in different subsystems: Flash Attention 2 support versus GGUF support." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "0c8868070512c9810d8587b86b5489ec95cb0e26f9a447603f8114dc3f593af8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-textual variants of an i18n docs-translation issue template, but they describe different language targets rather than the same underlying bug/change. The Turkish-specific issue is the best concrete representative; the others look like template-based or separate language instances, not duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR]) and is the clearest representative of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 27088 is the most actionable and specific item; the other issues are generic placeholders or separate language variants, so they are less suitable as the cluster\u2019s representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same template wording, but no evidence they refer to the same language/task; they appear to be separate i18n translation issues." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The Turkish-specific issue and a generic language placeholder are not the same concrete translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "These look like different language instances of the same template, not duplicate reports of one underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-like issues, but there is no concrete evidence they target the same language or duplicate the same task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical titles alone are insufficient; they likely represent distinct language-specific translation entries." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "They are textually similar template issues, but there is no proof they are the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "41dead849e10fc67ad40d93ef6705786655782b26395d9a05e5899791c729770", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17648, + "estimated_input_tokens": 4412, + "estimated_eval_tokens": 9080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are all model-addition requests, but they span different architectures and modalities (BERT variants, ASR/TTS/audio, OCR, sparse transformers, perception encoders). The soft similarities are thematic, not duplicate-level; none of the candidate pairs look like the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue #37015 is the broadest generic model-add request, but there is no true canonical duplicate in this set because the requests target different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "#37015 is the most generally phrased and centrally located of the model-request issues, so it is the best cluster representative even though it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBERT config support and DEIMv2 are unrelated model families and would require different additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config work and Qwen3-TTS support are different modalities and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct models; no shared concrete implementation change." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and a weight-sparse transformer request are different architectures and fixes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not the same change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are separate model families and likely separate model files/code." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different tasks with different implementation needs." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request do not describe the same underlying feature." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture support and Voxtral TTS support are unrelated." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model types and code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different speech/model requests, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model additions with different behavior." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and generic BERT-like RoPE support are related only broadly, not as the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR for different Qwen3 variants are adjacent but still different model support requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and a sparse transformer request do not share the same implementation change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same modality is not enough to merge." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated implementation targets." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model families and features." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model types with different integration work." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and tasks." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are not the same underlying model change." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are distinct support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different 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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "3a8b873a23eb4d6c9c7dd7a446978e1712c3ce5ba4349fa82614c6803fa6bf10", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The items are thematically similar only at a very broad level (model/config/API bugs), but they describe different subsystems and different failure modes. I do not see a duplicate cluster here.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization-related config/model details, but one is about Llama4TextL2Norm behavior and the other is a ModernBERTConfig type hint; different models and different bugs." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both concern model training/loss code, but one is about Mask2Former ignoring a defined value and the other is about kwargs not being forwarded to a loss function; not the same code path." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated subsystems and unrelated symptoms." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing ignore_value usage in Mask2Former is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bug types: unused ignore_value versus incorrect type hint on norm_eps." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is a loss-kwargs plumbing bug; the other is a config type hint issue. No shared underlying defect." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "An incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different components and failure modes: config annotation error versus a typo in a quantization operation name." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d53f92090ea7c980c8a3002ae77b2afe35c407bed5a1b690b782c001874937d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one asks for a block decoding setting, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical duplicate issue here; the titles and likely code paths are different.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more concrete, user-facing request, but it is still separate from 41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and likely different code paths: decoding configuration vs model/version support. No shared filenames or explicit targets." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "2b1956516b56ede49a9beab67724c63048c5c4cb1b04576379b4ba9498174a56", + "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 about different Trainer behaviors: one is about `remove_unused_column` customizability, the other about FLOPs estimation for custom trainers. They are related only at a broad Trainer-architecture level, not the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; they target different Trainer concerns and should not be clustered as one canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a better global representative because the two reports address separate problems in different code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different requested fixes: one concerns column dropping/customization, the other concerns FLOPs estimation for custom trainers. They do not appear to describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "96b226785613901fcd6301d900a6b46acf618864a21efa68922d23ec3ccdeb15", + "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 items are closed model-registration issues, but they target different Qwen variants and different AutoModel entry points, so they should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43684 is the broader request, covering registration for both AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni; it is the better umbrella issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best representative because it describes the wider registration gap and could subsume narrower variant-specific requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for core/conditional generation vs. Qwen3.5 sequence-classification support. They concern different configs and task heads, so they are not the same bug/change." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "d6eb202dfd83402d0b20edae2ce7510afd9d8460e0484c6bf0bdccc2669d9219", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are very low-signal closed issues with only generic or empty titles/body context. Three issues share the same title fragment ('huggingface '), but there is no description evidence to confirm the same underlying bug; 'Fett' looks even less related. No PRs are present.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface ' entries, so if a canonical issue must be chosen, it is the most reasonable anchor among the near-identical titles.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best available representative because it is earliest among the most similar issues and has the same repeated title as 43846/43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/context to show the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive description evidence; similarity alone is too weak to merge." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no context linking them to the same bug or request." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same short title, but the issues contain no details to verify they are the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Shared generic title fragment only; insufficient evidence of an identical issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Shared generic title fragment only; no concrete problem description to confirm duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "345167c75abebb696cba25a8722af39f0c1bceb0e0f83c210614aaf122d80533", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There is a likely duplicate mini-cluster among the three similarly titled \"\" issues, but the evidence is limited to titles and sparse metadata because body text is not shown. The documentation request and the \"Google LLC\" report do not appear to be the same underlying issue.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 44371 is the earliest of the similarly titled \"\" reports and is the best tentative representative for that small cluster, though the body text is not available.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the cleanest representative among the likely \"\" duplicates because it is earliest and matches the other two on title/minimal metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same uncommon title \"\" and matching minimal metadata; likely duplicate placeholder reports, though body text is not visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Documentation enhancement request has a different title and apparent intent from the \"\" reports." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" is a different report pattern and does not look like the same issue as the \"\" reports." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request is unrelated to the placeholder-style \"\" report." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Same uncommon title \"\" with very similar minimal metadata; likely duplicates, with limited evidence because body text is hidden." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "\"Check out \\\"Google LLC\\\"\" does not match the placeholder-style \"\" report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster call is a bit too strong for the packet. The three issues do share the same title and similar metadata, but the packet does not show the body text, so claiming an exact title/body placeholder match overstates the evidence. Also, all soft pairs have deterministic_accept=false, so the positive pairwise duplicate verdicts should be more conservative. The separation of the documentation issue and the 'Google LLC' issue is fine, but the confidence and duplicate wording need to be toned down." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "35bee0bc906991f763c35db7bc8fc4f7613d6d878f85cbba62b714ba2aec9376", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look like likely duplicates: they have identical titles, very similar body sizes, and were opened the same day. #45145 is the better canonical record because it was created first and has the only inbound reference, but the packet does not provide explicit cross-links or body-level confirmation, so this should remain tentative.", + "confidence": 0.79, + "canonical_issue_reason": "#45145 is the cleaner canonical target because it was opened earlier and already has the only inbound reference; however, the evidence is still limited to strong textual similarity rather than explicit linkage.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative issue for this topic because it predates #45151 and has the only inbound reference, making it the most established record among the two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "The issues have identical titles and very similar metadata/body scale, which is enough to treat them as likely duplicate reports of the same topic, though the match is still tentative without explicit links or body confirmation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded: #45145 is earlier and has the only inbound reference. However, the evidence here is still only soft similarity with no explicit links or body-level confirmation, so the conclusion should stay tentative. The 0.99 confidence and wording like \"almost certainly duplicate\" overstate what the packet supports; use more conservative language such as \"likely duplicate.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "d90be70d34e70c38d1d54c3ff59d8e48a2d6d1d9805c870f2b88712d1d1905dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference bugs, but they describe different failure modes in different paths: Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights versus BitsAndBytesConfig clearing the default lm_head exclusion and triggering an AssertionError. I would not treat them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45674 is the better anchor for the cluster because it describes a broader BitsAndBytesConfig regression with a clear 4-bit inference failure path, while 45672 is a narrower Gemma4/audio-module-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the strongest representative issue: it is more general, names the configuration regression directly, and is easier to map to a concrete fix path than the model-specific 45672 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: one is a Gemma4 audio-module torch.finfo() type error on uint8 weights, the other is a BitsAndBytesConfig skip-module/exclusion regression causing an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a3a7d6c8ca2a27b481656aee968b52d4c4af43deb5269ef1da3b083677da4490", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only name-and-date titles and no body content; they do not describe the same bug or change, so the soft duplicate signal should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue can be justified from the available data; the issues are unrelated and contain no substantive problem description beyond superficial title similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45762 is only marginally preferable as the earlier and equally sparse report, but it is not a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles appear to be unrelated personal-name entries with different dates, and there is no shared bug, code path, or change request to indicate the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "8647d88eb21c40b64c76cd6268cd9eb487f20b44a3a2548a3b80f86f39d87048", + "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 are two unrelated closed issues with only personal-name/date titles and no substantive overlap, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different names and dates, with no shared bug description, target, or evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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:45655" + ], + "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:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "f79569bd2a52d71ff44a6b394a2b2ecf75f15706a8107680bba2f24d113ab3a0", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most candidates are unrelated PRs that only share broad themes like model additions, auto-mapping, or test/doc updates. The only true duplicate-looking pair is the two `fixed_cross_entropy` patches, which both address the same loss-wrapper bug in the same file and can plausibly be merged into one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the best canonical representative: it directly targets issue 43240, changes the same `fixed_cross_entropy` path as #43254, and has the clearer, more complete patch shape.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest overall representative because it cleanly captures the underlying fix, has explicit issue linkage, and is the most semantically aligned with the bug being solved.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated PRs: one adds a new model and docs, the other adds an Executorch dynamic-shape test. Shared framework context is too broad to treat as the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer helper methods for Mistral and a new MobileLLM model are different changes with no shared code path or bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer-method addition and an export test are unrelated; they do not fix the same concrete problem." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "These are separate processor/model-pretrained robustness changes for different models and different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs plumbing and adding a new model are unrelated; no common underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "The loss-wrapper fix and Mistral4 test/model cleanup are unrelated changes in different subsystems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export tests and Mistral4 fixes are not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing and new-model scaffolding are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated code changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "A new model addition and Falcon output-interface refactor are different changes with no shared underlying issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-capture refactoring and the model-creation skill are entirely unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes do not address the same concrete code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` renaming are different fixes, even if both touch model code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes and class-annotation resolution ordering are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "New MobileLLM support and Mistral4 test fixes are not the same underlying change; broad model-related similarity is insufficient." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill are unrelated; one is product code, the other is tooling/documentation." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation and the model-creation skill are different artifact types and different concerns." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "These do not fix the same code-path problem; one is a model test fix, the other is an authoring skill." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward supported `cross_entropy` kwargs for the same issue 43240, with near-identical intent and patch shape." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet. The only accepted pair, #43251/#43254, shares the same file, the same issue target (43240), and the same `fixed_cross_entropy` fix, so it is mergeable as one bugfix PR. The false pair rejections stay conservative and do not overclaim shared bugs beyond broad thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "198f65ccaecf6b2962612499b17155cd40f59657bbb0562e912ca10cadb0ab74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about VibeVoice, but they are not the same change: one is the initial VibeVoice integration, while the other is a separate realtime extension with additional acoustic-tokenizer and generation work. They share subsystem files, but not a single concrete bug/fix or mergeable duplicate scope.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and has substantial review activity; it looks like the main integration work rather than a later variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative PR for this cluster because it is non-draft, more mature, and covers the core VibeVoice integration. PR #42781 is a draft realtime follow-up with distinct scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite overlapping VibeVoice files, these are different scopes\u2014initial VibeVoice integration vs. realtime VibeVoice/acoustic-tokenizer work. They do not appear to fix the same concrete code-path problem or be safely merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c82a402400a94c38894cbbcb590568918b9200f0c4191ca28f1a6a3ea9ca9f49", + "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 model families, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image-classification support; they address different code paths and can\u2019t plausibly be merged into one PR.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other. If a representative is needed, #41224 is the more narrowly scoped model-support addition, but it is not a canonical choice for deduping this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and changesets: TimesFM covariate forecasting vs. DINOv3 image-classification support. No shared underlying bug or 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": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "637b2d30c283971fc498924e36f9ae11a6c2aa8ac9170d0274d744c525f33a90", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10427, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10427, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share Transformers boilerplate and registry updates, but not the same underlying bug or mergeable code-path fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41797 is the strongest representative of the cluster: it is the earliest, has the most discussion/review activity, and includes the broadest end-to-end model integration (docs, config, modeling, processing, tests, and repo checks).", + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the best cluster representative for triage because it is the most mature and feature-complete of the three, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registry/docs boilerplate is not enough to indicate the same underlying change or a mergeable single PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions for different code paths and model families (Isaac vs Kimi2-6). The overlap is only in standard model-registration scaffolding, so this is not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "094d9afe06571ed4c4f1cf9f3857684abea9e9db174c9f1f1c76cdf360026622", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5933, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both are broad GitHub Actions maintenance PRs, but they target different upgrade goals and different action ecosystems: one is for Node 24 compatibility across many workflow actions, the other is specifically bumping docker/build-push-action and related workflow actions to latest versions. They overlap in some files, but they do not look like the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of a broad workflow-actions upgrade because its title and diff indicate a cohesive compatibility-driven sweep across many workflows, rather than a narrower dependency bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different concrete upgrade targets and intent: 42975 is about Node 24 compatibility for several GitHub Actions, while 42976 updates docker/build-push-action and related actions to latest versions. Shared workflow filenames alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "33d9b794caa391a844c280c68b985ec396f59201dd5b939bf5b00036260737b3", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14079, + "estimated_input_tokens": 3520, + "estimated_eval_tokens": 7296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are model-introduction changes with similar boilerplate (docs, auto registries, tests), but they target different architectures and code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate here; if a representative is needed, #43451 (Molmo2) is the most feature-complete of the set, but it is still a distinct model addition rather than the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "#43451 has the broadest scope and most complete implementation/test coverage among these model-addition PRs, but it should only be considered a representative example, not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) and different implementation files; shared auto/docs scaffolding is expected for model additions, not evidence of the same fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and separate code paths; both are new model integrations, but not the same underlying bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model additions; overlap is limited to generic registry/docs updates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct models with separate modeling, processing, and conversion code; similar naming is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different architectures and tasks; the shared files are generic integration points only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated additions with different model code and tests, so they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "4bd63e3ce0ba4d6196f6ca455d8cdbb8eed03a08abbbf139848acc0d6361da4d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7090, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7090, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 43291 fixes Whisper decoding/tests, 43665 is test-only edits for CLIP/ViT, and 44815 is a separate FP8/dequantization fix. The only close-looking pair (43665, 44815) shares superficial test similarity, but they do not target the same bug or code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the best representative of the cluster because it is the most substantive and clearly scoped code fix (core loading + FP8 integration), whereas the other two are either unrelated or mostly test-focused.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the strongest standalone PR in this set: it contains a concrete implementation fix across real library code and is the least ambiguous artifact to keep as the representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding fix vs CLIP/ViT test edits; they do not share the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper timestamp decoding fix is unrelated to the FP8/dequantization changes in Mistral/core loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Despite superficial test similarity, one PR is test-only while the other fixes a concrete FP8 dequant/code-loading path; not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "e276e3d6d9764082ce4ef62e71b25725baf02482561397ed4ada3d7948e50598", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a bot/checker version-format test PR focused on setup/version/dependency plumbing, while the other is a broader CI/workflow and test-helper change with a different purpose. The shared vit test file is incidental.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it contains the broader, more substantive change set and clearer cross-file context; #43488 looks like a narrow repo-bot validation PR.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best standalone PR candidate for this cluster: it has the richer implementation context and is less clearly a one-off validation change than #43488.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: #43488 is a setup/version-format bot-check PR, while #43532 changes CI workflows and test utilities. Shared vit test edits do not indicate the same bug or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "07af33b8685871f0524040d351b3709d306b32c81e9c8220631dfe90fa132022", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different promptable segmentation pipelines. They share some documentation/registration boilerplate, but the titles, model integrations, and test files indicate distinct functionality rather than one underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation; they are different features and not mergeable as a single fix/change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduping this cluster, since the PRs target different segmentation pipelines and different model paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: despite shared docs and pipeline-registration files, these PRs implement different pipelines with different model/test coverage (SAM3 vs SAM/SAM2/EdgeTam), so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "675e85e3ab92fabf57034cd50195b2864626bf53cbe2bf37ef734ffe5331a64e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs only share `src/transformers/trainer.py`; they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom trainers/PEFT. They are not the same underlying change and should not be merged 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": "Different code paths and goals: one changes loss scaling behavior in `training_step`, the other refactors signature-column inspection for dataset column filtering. Same file/subsystem is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "bc71e5147f9a4afcc4e187eb1399de191cdb20a12c23550768337a1579e60821", + "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": "Two PRs appear to be alternative fixes for the same TypeAdapter/pydantic annotation NameError in `src/transformers/cli/serve.py` (43836 and 43842). The third PR (43656) looks related in file and symptom family but is tied to a different issue target and a broader type-annotation cleanup, so I would not merge it as a duplicate of the others.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest, most specific fix for the concrete runtime bug: it directly addresses the TypeAdapter NameError when pydantic is absent and keeps the change narrowly scoped.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the cluster because its title and diff align tightly with the underlying failure mode, while 43836 is a broader/less precise variant and 43656 appears to be a different annotation-related fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom family, but the issue targets differ and 43656 looks like a broader annotation/type-hint cleanup rather than the same concrete pydantic-less TypeAdapter fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same issue and patch the same Serve CLI TypeAdapter NameError in `serve.py`; they look like alternative implementations of the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The 43836/43842 pair has shared issue-target evidence and clearly looks mergeable as alternative fixes for the same Serve CLI TypeAdapter/pydantic bug. The 43656/43842 pair only shares filename/symptom family and has a different issue target, so treating it as non-duplicate is appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request: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:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "54e108b074373871b2eafba14a246658776d5896e96edbd843a639051789778d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76930, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad family of output-tracing refactors across many models, but only two clear duplicate subgroups stand out: GPT-J/CodeGen and GPT-Neo. The rest are same-pattern migrations in different code paths and should stay separate; there is no single cluster-wide canonical PR.", + "confidence": 0.63, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "44722 is the best representative of the clearest duplicate subgroup: the GPT-J/CodeGen output-tracing refactor. It covers the same concrete code path as 44066 and 44085, while the rest of the cluster is too mixed to support one universal canonical PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; only the output-tracing migration pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family in the same core file, with near-identical decorator migration." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR versus EfficientNet; unrelated model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet versus GPT-J/CodeGen; same migration style, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 versus DeBERTa V2; different subsystems and fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; only the refactor pattern matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in modeling_gpt_neo.py and look like the same underlying change family." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; related tooling, but not the same concrete model change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; same category of migration, but different model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR versus GPT-J/CodeGen; shared refactor language only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo versus ResNet; same pattern, different concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; not the same bug/change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen; related refactor theme, not the same specific change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; only the standardized-output theme matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; same migration class, but not the same concrete fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; not the same bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT versus GPT-J; different model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; unrelated model implementations." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; only broad output-tracing migration overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; not the same code-path problem." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert; unrelated model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer versus GPT-J/CodeGen; no shared concrete fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer versus LongT5; same refactor family only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer versus VisualBert; different models and changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; only the decorator migration overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT versus MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus VisualBert; different concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer versus MPT; not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert versus Flaubert; 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different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert versus MPT; different models." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert; not the same fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo versus SpeechT5; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet versus SpeechT5; no shared concrete bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT versus SpeechT5; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet versus LongT5; same refactor theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet versus SegFormer; different models and changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa V2; unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa V2 versus TextNet; different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen refactor family with matching files and near-identical output-tracing changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both center on the same GPT-J output-tracing refactor and touch the same core file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5; different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT versus RegNet; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT versus SpeechT5; unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa V2 versus SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa V2 versus VITS; same migration style only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet versus ImageGPT; different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but there are precision issues that make this too strong to accept. In particular, the pair 44018 vs 44068 is misdescribed in the reason text (44068 is GPT-Neo, not GPT-J/CodeGen), and the summary overstates exclusivity by implying only two duplicate families exist when the packet supports a mixed set of related refactors rather than a single clearly duplicate anchor. The true-pair judgments for the GPT-J/CodeGen and GPT-Neo subgroups may be reasonable, but the writeup is not precise enough throughout." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "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": "cedeed713c3001df802e72c64471a0a2a4d7c086f47a78b41f158ac19f8db9c6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific refactors to standardized output tracing/capture_outputs, but they touch different architectures and code paths. They look thematically similar, not like duplicate fixes or mergeable PRs for the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clean representative of the cluster theme: a single-model output-tracing refactor with the standardized capture_outputs/can_return_tuple pattern, without extra cross-model or issue-specific context.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best global representative because it most clearly expresses the shared refactor intent in a concise, model-local way; however, it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same general refactor pattern, but different models (VisualBERT vs TextNet) and different files/code paths; not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but they are independent model implementations with different tracing targets and local refactors; too broad to merge as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared decorator/capture_outputs migration pattern only; different models and separate implementation details, so not the same concrete fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both are standardized output-tracing migrations, but RegNet and SqueezeBert are unrelated model code paths and these are separate PRs." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert decorator refactor and SpeechT5 output-capture refactor are different model-specific changes; the shared tracking theme is too broad for duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "91820ce34909c88a5daf34498e99decc1463c508992c5d4457fd954c1b10683b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40177, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model implementations and code paths. I do not see any exact duplicate PR pairs; they look like separate, model-specific cleanups rather than one mergeable change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No exact duplicate PR is present; if a representative anchor is needed, 44003 is the broadest model-family refactor because it spans both FalconMamba and Mamba output-tracing changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative of the cluster\u2019s core refactor pattern, but it still remains distinct from the other model-specific PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; only the refactor style matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Unrelated model code paths; shared output-tracing motif only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Same refactor theme, but separate Mamba-family vs timm_backbone code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; no shared bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Mobilenet V1 vs UnivNet; same pattern, different change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and filenames; not one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate depth-anything family vs MobileNet V1 refactor." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder stacks; only the naming/theme overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech encoder-decoder and MobileNet V1 are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete bug; just a common tracing refactor style." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet vs UperNet; same output API cleanup, different code." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; not the same fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and targets; no exact overlap." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated; shared refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Same broad theme, but distinct model families and changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "FalconMamba/Mamba refactor vs SuperPoint; not the same change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model stacks; only generic output cleanup overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen; no shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and forward paths; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are separate model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; same tracing refactor idea only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything vs RWKV are unrelated fixes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; not the same underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants; not one concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint touch unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; same refactor style only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and bug surfaces; not mergeable together." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are distinct implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated model paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models; no shared concrete fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate code paths with only generic API cleanup in common." + } + ] + }, + "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": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "4d6acd145c2c5dd4c4c9ca0ab2a831955b42a020bac4e9216960f1eccbf865b3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are separate model-addition pull requests with similar scaffolding changes, but they target different models and code paths. The overlap is mostly generated boilerplate and auto-registration, not the same underlying bug or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the strongest representative of the cluster because it is a non-draft, more mature model-addition PR with broader implementation and review activity, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best overall PR in the set for representative triage: it is complete, non-draft, and has the richest implementation/testing footprint. It is still not a merge candidate with the others because it introduces a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS). Shared auto-registration/docs boilerplate is expected and does not indicate the same concrete change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are new model integrations, but for entirely different models and architectures. Similar file patterns are generic scaffold, not duplicate work." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations touching different backends and tests; they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "3069a7b9a6ed87b09415936843e0a9ff9a272303cd18aaff906c485376efe6eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Related fusion-feature PRs, but they implement different layers of the stack: one adds a generic Module Fusion API, the other adds KernelConfig-based n-to-1 kernel fusion plumbing and integration changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR pair here; #44979 is a low-level API scaffold for module fusion, while #45363 is a separate end-to-end kernel-fusion implementation using KernelConfig.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the better cluster anchor because it is the broader, user-facing integration PR and includes the actual loading/inference path changes plus an example; #44979 is just the foundational API file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related topic, but not the same concrete change: #44979 introduces a module-fusion API, while #45363 implements KernelConfig-driven n-to-1 kernel fusion across modeling/integration code. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "c3016c152df81ad7707816a18209d16524ad6b4505366d2b8965e639fe1156f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path; 45317 is the more complete version because it includes the same fix plus test coverage.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 and adds tests in `tests/models/auto/test_tokenization_auto.py`, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the strongest overall PR because it addresses the bug with the same code change as 45086 and includes validation via tests, while still targeting the same explicit issue 45081.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug in `_patch_mistral_regex`, same file, same code-path fix, and 45317 is essentially the same patch with added tests; these are duplicates/overlapping fixes that could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "40ceec4cbe2cb54541b1ad8f0de3da302f6dbf471ae4209257c1f52626de71d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to Nemotron H, but they are not the same change: one is a focused checkpoint conversion/mapping refactor, while the other is a broader model split and documentation/update PR. I would not deduplicate them.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the broader, more central architecture change: it introduces the dense/sparse model split, updates auto/model registrations, docs, and tests, and subsumes the NemotronH refactor context.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the underlying work because it carries the main user-facing/model-structure change, while PR #45115 is a narrower conversion-mapping follow-up focused on weight renaming and compatibility.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH internals, but the concrete changes differ: #45115 is a small conversion-mapping/weight-renaming refactor, whereas #45569 introduces the dense/sparse model split, docs, auto-mapping, and tests. They do not look mergeable as one PR for the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a1160c0df5f6673e7eb07c1a56a4679c90b567d386d1fd7327f6a1e548e91272", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related but not duplicates: one adds heterogeneous config support, the other adds broader heterogeneous modeling/cache/masking support on top of that foundation. They overlap in shared helper/config files, but they target different layers of the feature and would not cleanly collapse into one concrete fix/change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical PR because it is the broader umbrella change: it includes heterogeneous configuration handling plus downstream modeling/cache/masking integration, so it subsumes the smaller config-only foundation in #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest representative of the cluster because it covers the end-to-end feature work and is the more complete implementation of heterogeneous support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They are related feature pieces, not the same concrete code-path change. #45333 focuses on per-layer config plumbing, while #45332 adds broader heterogeneous modeling and runtime support; they could be sequentially dependent, but not merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "5c3dc6e9e76ddbbf75e95602b513a6e738bc06f9185307e3f47240ff9f840442", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are thematically related to typing cleanup in transformers, but they are different changes: one is a broad type-checking sweep across many files, the other adds specific typing protocols/aliases for model-related code. Not a duplicate pair.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more central typing sweep, spanning many files and type-checking config changes, so it is the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the best representative because it is the most comprehensive typing-oriented change and covers the widest affected surface area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing-related filenames are not enough here: 45415 is a broad type-checking pass, while 45425 is a narrower PR adding typing protocols/aliases for specific model-related paths. They do not look like the same underlying fix and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "4afe32e45e0d6f0801f944931315394584e189c84a468d27a0f69348bd6501a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5158, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5158, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes a real device-placement bug in AltCLIP/ChineseCLIP model parallelism, while the other only updates Qianfan OCR XPU test expectations.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the substantive code fix for a concrete runtime/device bug; PR 45615 is test-only and does not address the same underlying problem.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster because it fixes the actual code-path issue across model implementations, whereas PR 45615 only adjusts backend-specific test outputs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different artifacts and different problems: 45487 fixes token_type_ids/device handling in AltCLIP/ChineseCLIP, while 45615 only adds XPU test expectations for Qianfan OCR. They should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5c1f7377f59f88c033e09e9abd39f57163ff9c91c7820fddccecc120c0e1e8ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to expert parallelism, but they address different loading bugs and different code paths: one is about serializing/config-loading EP state for Accelerate + ZeRO-3, the other is about preventing expert weights from being overwritten during FSDP2-style loading. They are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it targets a more concrete, runtime corruption bug in the loading path with a broader set of implementation changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone PR here: it fixes a specific expert-overwrite failure mode with clear code-path impact and cohesive edits across loading and MoE integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Same broad EP area, but different underlying bugs: 45548 focuses on config/serialization and Accelerate+ZeRO-3 loading, while 45662 fixes expert parameters being silently overwritten during distributed loading. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "4d810b3001120200d3c0c60db914791c9a1dc88895d691c761dcffd161315ca9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info collision in testing_utils; 45645 appears to be the broader follow-up that includes the core fix plus CI log aggregation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete representative: it includes the worker-safe captured_info handling in testing_utils and also updates CI/notification handling so multiple xdist outputs are preserved and surfaced.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the full underlying change set for the xdist captured_info problem; 45639 is a narrower subset focused only on the file-path fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 extends the same fix with related artifact collection changes, and the two could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/manifest.json b/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..aa9b16e8fbcf20ac9727ce0b12522e3c27ee844a --- /dev/null +++ b/snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260505t180037z", + "artifacts": { + "hybrid": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-05T18:11:42Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260505T180037Z", + "variant": "hybrid" +} diff --git a/snapshots/20260505T180037Z/manifest.json b/snapshots/20260505T180037Z/manifest.json index c7bec684b1e8065d745018c3506ab8a2db3002b5..b2c680736357b8b6692769d22286e83e7e3a2176 100644 --- a/snapshots/20260505T180037Z/manifest.json +++ b/snapshots/20260505T180037Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1063 }, "extracted_at": "2026-05-05T18:00:37Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260505t180037z", + "runs": { + "hybrid-model-20260505t180037z": { + "analysis_id": "hybrid-model-20260505t180037z", + "artifacts": { + "hybrid": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260505T180037Z/analysis-runs/hybrid-model-20260505t180037z/manifest.json", + "model": null, + "published_at": "2026-05-05T18:11:42Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260505T180037Z", "watermark": {