diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 5150ad2b1d6288832298807e05130020f605cd48..89a7ab91a77b961de25e7e94968ccbf7f674b1f8 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": "20260513T060025Z", - "generated_at": "2026-05-13T06:15:24Z", + "snapshot_id": "20260513T120045Z", + "generated_at": "2026-05-13T12:09:56Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,204 +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-45812-4", "summary": "Cluster of 2 issues and 2 PRs centered on issue #45812.", @@ -1671,6 +1473,76 @@ } ] }, + { + "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.", @@ -1882,19 +1754,18 @@ { "left_pr_number": 45861, "right_pr_number": 45903, - "code_similarity": 0.506, - "size_similarity": 0.32, - "file_overlap": 1.0, - "area_overlap": 0.243, - "patch_similarity": 0.379, + "code_similarity": 0.466, + "size_similarity": 0.341, + "file_overlap": 0.857, + "area_overlap": 0.372, + "patch_similarity": 0.069, "shared_filenames": [ "src/transformers/models/qwen3_5/modeling_qwen3_5.py", "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", "src/transformers/models/qwen3_omni_moe/modeling_qwen3_omni_moe.py", "src/transformers/models/qwen3_vl/modeling_qwen3_vl.py", "src/transformers/models/qwen3_vl/modular_qwen3_vl.py", - "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py", - "tests/models/qwen3_vl/test_modeling_qwen3_vl.py" + "src/transformers/models/qwen3_vl_moe/modeling_qwen3_vl_moe.py" ], "shared_file_areas": [ { @@ -1907,16 +1778,8 @@ ], "right_ranges": [ [ - 106, - 114 - ], - [ - 145, - 158 - ], - [ - 165, - 208 + 142, + 164 ] ] }, @@ -1930,16 +1793,8 @@ ], "right_ranges": [ [ - 102, - 110 - ], - [ - 141, - 154 - ], - [ - 161, - 204 + 138, + 160 ] ] }, @@ -1953,16 +1808,8 @@ ], "right_ranges": [ [ - 1277, - 1285 - ], - [ - 1314, - 1327 - ], - [ - 1334, - 1377 + 1311, + 1333 ] ] }, @@ -1976,16 +1823,8 @@ ], "right_ranges": [ [ - 316, - 324 - ], - [ - 353, - 366 - ], - [ - 373, - 416 + 350, + 372 ] ] }, @@ -2003,12 +1842,8 @@ 38 ], [ - 269, - 315 - ], - [ - 331, - 344 + 290, + 312 ] ] }, @@ -2022,55 +1857,8 @@ ], "right_ranges": [ [ - 827, - 835 - ], - [ - 864, - 877 - ], - [ - 884, - 927 - ] - ] - }, - { - "filename": "tests/models/qwen3_vl/test_modeling_qwen3_vl.py", - "left_ranges": [ - [ - 17, - 26 - ], - [ - 29, - 35 - ], - [ - 45, - 78 - ], - [ - 522, - 547 - ] - ], - "right_ranges": [ - [ - 17, - 26 - ], - [ - 29, - 35 - ], - [ - 45, - 78 - ], - [ - 522, - 607 + 861, + 883 ] ] } @@ -2392,16 +2180,6 @@ "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, @@ -2411,6 +2189,15 @@ "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, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 98a260e3021a6081f67aebc3b6977b6c038e2e24..4901baa0f62d2709e12d4f8f6f286f64fb3e8d69 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": "20260513T060025Z", - "generated_at": "2026-05-13T06:15:24Z", + "snapshot_id": "20260513T120045Z", + "generated_at": "2026-05-13T12:09:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:24643", "issue:30277", @@ -99,8 +99,8 @@ "issue:43716|issue:45507", "issue:39290|issue:45081", "issue:45823|issue:45874", - "issue:43828|issue:45161", "issue:43425|issue:44292", + "issue:43828|issue:45161", "issue:34928|issue:41720", "issue:44918|issue:45161", "issue:43716|issue:45685", @@ -114,7 +114,7 @@ "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", - "issue:44918|issue:45685", + "issue:44560|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", @@ -131,20 +131,20 @@ "issue:41093|issue:43638", "issue:43792|issue:45901" ], - "prepared_review_unit_hash": "a2f3104273f2a6b93ba3d9fc44eeaf994fecaf3c740760c999a2eb16e1520e75", + "prepared_review_unit_hash": "9d83fdc4ed18c6adde84a1409f7ddba13ebc53c7da845d16d99f22db967e22dd", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46367, + "serialized_chars": 46365, "estimated_input_tokens": 11592, "estimated_eval_tokens": 23440 }, @@ -153,330 +153,342 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster contains a few real duplicate families amid lots of unrelated regressions: the broad v5 tokenizer wrong-ID reports and the ZeRO-3 zero-size index-out-of-bounds reports. The mask/tensor shape mismatch issue 41093 should not be grouped with the ZeRO-3 load failures; it is a different failure mode.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45920 is the best canonical issue because it is the broadest report in the clearest duplicate family: a v5 AutoTokenizer regression affecting multiple model families, with 45812 as a narrower Granite-specific instance.", + "summary": "Mostly heterogeneous. The only clear duplicate pair is the ZeRO-3 Bert index-out-of-bounds reports (43596/43638), and the tokenizer regression cluster is best anchored by 45920. I corrected the previously imprecise 41762/43638 edge: it is not a duplicate of the Bert reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest tracker for the AutoTokenizer v5 token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "45920 is the best global issue candidate because it is the most general, user-visible regression in the cluster and spans the widest set of affected models.", + "best_issue_reason": "issue:45920 best represents the underlying bug because it is the most general and actionable report of the tokenizer regression affecting several model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures and code paths: missing config attribute vs streaming chat/completions inference error." + "reason": "Different model families and different failure modes; not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and bugs: AMD GPU failure vs MPS histogram op not implemented for int tensors." + "reason": "Unrelated hardware/runtime failures in different subsystems." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and symptoms: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + "reason": "Different model-specific device/dtype problem versus AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device issues, but on different models and different failure points; not the same bug." + "reason": "Same broad runtime-error class, but different code paths and causes." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific issues: AMD GPU execution failure vs GraniteMoEHybrid calling an invalid method." + "reason": "Different model families and distinct invalid-method vs GPU issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different hardware/model problems with no shared concrete code path." + "reason": "Unrelated model/runtime failures." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch versus ONNX export error; unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and Qwen3Moe FP8 failure are different subsystems and symptoms." + "reason": "Different features and failure causes; no shared bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export and Qwen3 auto-device-map cuda assert are unrelated issues." + "reason": "ONNX export problem is unrelated to auto device mapping." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions in v5, but they target different removed features and likely different pages/edits." + "reason": "Both are docs issues, but they fix different removed v5 references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different problems: export-time failure vs import-time GenerationMixin breakage." + "reason": "Export error versus import error; different code paths." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape IndexError is unrelated to Gemma4 device mismatch during forward." + "reason": "Different runtime errors in different models and flows." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is ZeRO-3 zero-size indexing and the other is a mask shape mismatch; not the same bug." + "reason": "Similar symptom class, but different underlying tensor-shape bugs." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure modes: ZeRO-3 zero-size indexing vs mask shape mismatch." + "reason": "Same broad error type, but not the same concrete failure." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape-mismatch IndexError is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Unrelated shape-mismatch issue versus GPT-OSS tensor-parallel support issue." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different code paths: mask indexing error vs TRL SFT/input-embedding unpacking failure." + "reason": "Different trainer/model path and different failure mechanism." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset handling is unrelated to ONNX export." + "reason": "BarkProcessor preset handling is unrelated to ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a ZeRO-3 zero-size indexing bug." + "reason": "Both involve DeepSpeed, but the concrete bugs are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 load-time index 0 is out of bounds for dimension 0 with size 0 failure; model names differ, but the bug appears identical." + "reason": "Both report the same ZeRO-3/Bert index-0-out-of-bounds failure." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are different issues." + "reason": "Different features: Liger kernel cross-entropy versus GPT-OSS tensor parallelism." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save/reload inconsistency are separate bugs." + "reason": "Tokenizer detokenization bug is unrelated to LoRA merge/save mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to LoRA merge/save behavior." + "reason": "Different models and unrelated errors." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpointing size mismatch is a different bug from the mask shape IndexError." + "reason": "Both are shape-related, but not the same bug or code path." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed failures: weight must be 2-D vs collective mismatch on ranks." + "reason": "Different DeepSpeed errors with different triggers and symptoms." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same component family, but different concrete bugs: CPU offload incompatibility vs uninitialized-memory read after to_empty(cuda)." + "reason": "Same module family, but offload compatibility and uninitialized-memory issues are distinct bugs." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 zero-size indexing is unrelated to GPT-OSS tensor-parallel support." + "reason": "Unrelated ZeRO-3/Bert issue versus GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP recomputed tensor size mismatch and compute_loss() signature breakage are unrelated." + "reason": "Activation-checkpointing mismatch is unrelated to trainer signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT loading failure is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "Different model/support problem, not a duplicate." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared code path." + "reason": "Different multimodal/model-specific failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config missing attribute in vLLM and Mistral tokenizer regex crash are unrelated." + "reason": "Different models and unrelated attribute errors." }, { - "left": "issue:43828", + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch on forward versus expensive reverse-embedding lookup are different bugs." + }, + { + "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Different model/runtime combinations and different dtype-related failures." + "reason": "Torch version incompatibility and model-specific FP4 error are unrelated." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime failures in different feature areas." + }, + { + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Cross-entropy dispatch under Liger Kernel and TRL SFT embedding unpacking are different bugs." + "reason": "TRL embedding-unpacking issue is unrelated to tensor-parallel support." }, { "left": "issue:41762", "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 load-time index 0 is out of bounds for dimension 0 with size 0 error; only the model wrapper differs." + "accept": false, + "reason": "Same broad ZeRO-3 symptom class, but Gemma3 loading and Bert training hit different model paths; not enough evidence of the same bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they remove references to different features and are not clearly the same change." + "reason": "Both are docs cleanup, but they concern different removed commands/tasks." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are different issues." + "reason": "Different multimodal/model-specific errors." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS histogram kernel error." + "reason": "Different dtype/autocast and MPS histogram bugs." }, { - "left": "issue:44918", + "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "TRL SFT embedding unpacking and MPS int-histogram failure are unrelated." + "reason": "Different model/runtime issues." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different models and different failure points, despite both involving loss/dtype behavior." + "reason": "Liger-kernel behavior issue is unrelated to autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch versus custom-trainer signature change; unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch and GenerationMixin import failure are different subsystems." + "reason": "Different training and import failures." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy issue is unrelated to the mask shape mismatch IndexError." + "reason": "Kernel behavior issue is unrelated to mask/tensor shape mismatch." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mentioning return_all_scores and docs mentioning the removed run command are separate documentation issues." + "reason": "Different documentation regressions." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 zero-size index-out-of-bounds load failure; only the model wrapper differs." + "accept": false, + "reason": "Both involve ZeRO-3, but the concrete failures differ." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config missing attribute in vLLM and Qwen3 auto-device-map cuda assert are different bugs." + "reason": "Different model integration failures." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure is unrelated to the table-question-answering crash." + "reason": "AMD GPU runtime issue and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure and Gemma4 device mismatch are unrelated." + "reason": "Processor failure and device-map forward mismatch are different bugs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger-kernel issue is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same tokenizer regression family: AutoTokenizer returns wrong token IDs across multiple model families; 45920 is the broader report and 45812 is a narrower Granite-specific instance." + "reason": "Same AutoTokenizer v5 regression; 45920 is the broader instance covering Granite and other model families." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and checkpoint loading implementation failure are not the same bug." + "reason": "Checkpoint corruption and model-load implementation error are not the same issue." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure and corrupted checkpoint are different root causes." + "reason": "Different model-loading problems with different causes." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "The mask/tensor shape mismatch in 41093 is a different failure mode from the ZeRO-3 zero-size index-out-of-bounds load error in 43638." + "reason": "Mask/tensor shape mismatch is not the same as ZeRO-3 index-out-of-bounds." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load/run failure is unrelated to the table-question-answering crash." + "reason": "Whisper loading/runtime issue is unrelated to table-question-answering crash." } ] }, "evaluator_result": { "accept": false, - "feedback": "Rejecting because one soft-edge verdict is too aggressive: issue:41093 is not grounded as a duplicate of the DeepSpeed ZeRO-3 zero-size indexing reports. Its title is a mask/tensor shape mismatch, while issue:43638 is a load-time `index 0 is out of bounds for dimension 0 with size 0` failure. Those look like different bugs, so the accepted duplicate link is not conservative enough. The tokenizer cluster acceptance (45812 vs 45920) and the ZeRO-3 pairings are plausible, but the overreach on 41093 means the overall output should not be accepted." + "feedback": "The overall clustering is mostly conservative, but at least one soft-edge verdict is not grounded: `issue:41762` vs `issue:43638` is described as a \u201cGPT-OSS TP issue,\u201d which does not match either issue (43638 is another ZeRO-3/Bert out-of-bounds report). Because a verdict reason misidentifies the pair, I can\u2019t accept the summary as fully precise." }, "evaluator_used": true, "retried": true, @@ -495,7 +507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36010", "issue:39186", @@ -558,8 +570,8 @@ "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", - "issue:36010|issue:39290", "issue:44841|issue:45084", + "issue:36010|issue:39290", "issue:41093|issue:41762", "issue:45800|issue:45823", "issue:43296|issue:43366", @@ -571,279 +583,279 @@ "issue:43366|issue:45464", "issue:45020|issue:45800", "issue:43531|issue:45070", - "issue:43541|issue:44589", "issue:41093|issue:43596", + "issue:43541|issue:44589", "issue:43054|issue:43994", - "issue:45759|issue:45902", "issue:45542|issue:45800", + "issue:45759|issue:45902", "issue:40990|issue:44960", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", "issue:44530|issue:45005" ], - "prepared_review_unit_hash": "fba4059aae310db279bfa674131424140ddba385b0d45a5017683d34a96867bd", + "prepared_review_unit_hash": "3c0361675d0f6916b1ef2bf14c2b39f938db6f166e29a2bfbbda854a4950613e", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 37920, - "estimated_input_tokens": 9480, - "estimated_eval_tokens": 19216 + "serialized_chars": 37923, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous transformer bug reports with no strong duplicate core. The only plausible thematic pair, 45632/45698, is still too weak to merge because the evidence is only soft similarity and the two reports are not shown to share the same concrete failure path.", - "confidence": 0.28, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues; only one soft edge looks like a plausible duplicate around custom-module loading/cache resolution. The rest are different models, different failure modes, or different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme of recent-version regressions breaking model loading/usage, especially around custom/remote code. It is still not a true duplicate of most items, but it is the best single issue to summarize the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the broadest open umbrella for recent `remote_code` regressions, but this cluster remains mixed and does not support a stronger canonical duplicate anchor.", + "best_issue_reason": "Issue 45020 is the strongest overall representative because it is broad, recent, and captures the widest shared regression pattern in the set. Most other issues are narrower model-specific breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention `sliding_window`, but they involve different model families and error paths." + "reason": "Both mention sliding-window behavior, but they affect different model families and describe different concrete failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch-version incompatibility and a `PretrainedConfig`/pydantic breakage are different failures." + "reason": "One is a Torch version compatibility problem; the other is a v5 pydantic/config field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are runtime/version problems, but the concrete bugs are unrelated." + "reason": "These are different incompatibility classes: a Zero-3/Bert index error versus a specific torch/transformers version mismatch." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash do not share a code path." + "reason": "Different symptom and subsystem: detokenization bug versus table-question-answering runtime crash." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both touch Qwen3.5 chat, but one is a chat crash and the other is a streaming API failure." + "reason": "Both involve Qwen3.5 and chat APIs, but the failures are on different model sizes and different execution paths." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure is unrelated to the pydantic/config regression." + "reason": "Whisper loading failure and a PretrainedConfig/pydantic regression are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 runtime error and table QA crash are different model/task failures." + "reason": "One is a model-load TypeError with init_empty_weights; the other is a task-specific crash in table QA." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "`lm_head` tying and a checkpoint corruption report are not the same bug." + "reason": "Different models and different bugs: weight tying in Mistral3 versus a corrupted Ovis2 checkpoint." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 missing-attribute and Gemma4 device-mismatch failures are different issues." + "reason": "Both are model-specific runtime issues, but they are distinct bugs in different architectures and code paths." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Chat streaming failure and an MPS histogram/int error are unrelated." + "reason": "Chat streaming failure and an MPS histogram/int issue in MoE are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Both are MoE-related, but the traced `grouped_mm` error and the MPS int histogram error are different." + "reason": "Grouped-mm tracing failure and an MPS integer-op failure are different concrete problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-sensitive runtime errors, but they affect different models and execution paths." + "reason": "Both are dtype-related in MoE models, but they occur in different settings and are not the same failure mode." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:44841", + "right": "issue:45084", "accept": false, - "reason": "`GenerationMixin` import failure is unrelated to the Gemma3 `sliding_window` attribute issue." + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Processor failure and non-template-node compilation are different subsystems." + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window attribute error are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the mask-shape mismatch and zero-sized tensor index-out-of-bounds are distinct bugs." + "reason": "Both are shape/index errors, but one is a mask mismatch and the other is a Zero-3/Gemma3 loading failure." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers incompatibility and a device placement mismatch are not the same defect." + "reason": "A torch/transformers version incompatibility is not the same as a Gemma4 device-map mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are unrelated." + "reason": "Both concern model loading, but one is PaddleOCR-VL in vLLM and the other is GGUF support for gpt-oss." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing `pad_token_idx` in `StableLmConfig` is separate from the pydantic `PretrainedConfig` regression." + "reason": "Missing pad_token_idx in one config class is not the same bug as a pydantic PretrainedConfig field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory/OOM behavior and tied-weights translation issues are different bugs." + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are different problems." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped-`mm` tracing failure and GPT-OSS tensor-parallel-only failure are different MoE issues." + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel failure are different model/runtime issues." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and chat streaming failure are different code paths." + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "`init_empty_weights` TypeError is not the same as the `PretrainedConfig` pydantic break." + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig pydantic breakage are different loader/config issues." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF model support and chat/completions streaming are unrelated." + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "`remote_code` regressions and torch/transformers incompatibility are different problems." + "reason": "Both mention recent versions, but one is remote_code breakage and the other is a torch/transformers dependency incompatibility." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE `sliding_window` behavior does not match the pydantic config regression." + "reason": "Sliding-window model behavior and a config-field regression are unrelated." }, { - "left": "issue:43541", - "right": "issue:44589", + "left": "issue:41093", + "right": "issue:43596", "accept": false, - "reason": "Grouped-`mm` tracing failure and missing Float8 storage are different runtime bugs." + "reason": "Mask-shape mismatch and Zero-3/Bert index-out-of-bounds are different runtime failures." }, { - "left": "issue:41093", - "right": "issue:43596", + "left": "issue:43541", + "right": "issue:44589", "accept": false, - "reason": "Both are zero-3-related index errors, but with different models, shapes, and failure mechanisms." + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated errors." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both concern Siglip2 quality, but the symptoms differ and the data do not establish the same root cause." + "reason": "Same model family, but the reports describe different symptoms and likely different root causes." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary-embedding memory are different Qwen issues." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "TensorBoard backend error is unrelated to the torch compatibility issue." + "reason": "Composite-config unwrapping and a meta-to-empty memory initialization bug are different code paths." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and a GLM5 report are not the same bug." + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Gemma dtype mismatch and Qwen3.5 embedding unpacking are different model behaviors." + "reason": "FSDP 2-D weight error and TRL embedding unpacking failure are unrelated." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking are unrelated." + "reason": "Image preprocessor dtype mismatch and Qwen3.5 SFT unpacking failure are different bugs." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "The reports are thematically similar, but the packet only supports soft similarity; the shared custom-code loading theme is not enough to confirm the same concrete bug." + "accept": true, + "reason": "Both point to the same custom-module loading / trust_remote_code cache-resolution problem, where the wrong module can be resolved from a colliding path." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weights issues are related at a high level, but these are not the same concrete defect." + "reason": "Both involve tied weights, but they are on different model families and likely different fixes." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn fallback gating are different issues." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "`linear_attention` crash and tied-weights translation issues are unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the response overstates evidence on the only accepted soft edge. In the packet, issue:45632 vs issue:45698 is marked deterministic_accept=false and supported only by soft_similarity, so treating it as a confirmed same-bug pair is too strong. The canonical_issue_reason also goes beyond the packet by claiming an explicit cache/path-collision root cause and a duplicate-anchor relationship that are not established by the provided data. The rest of the soft-edge rejections are conservative, but this one accepted edge is not." + "accept": true, + "feedback": "The summary is grounded in the packet: most titles do look like distinct model-/runtime-specific regressions, and the lone accepted soft edge (45632/45698) is a plausible custom-module loading duplicate. The other soft-edge rejections are conservative and do not overstate duplication evidence. " }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -858,7 +870,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36331", "issue:38175", @@ -919,15 +931,15 @@ "issue:43975|issue:44292", "issue:43950|issue:44534", "issue:44292|issue:45507", - "issue:43644|issue:43950", "issue:39692|issue:43054", + "issue:43644|issue:43950", "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:43866|issue:44403", "issue:41628|issue:45800", "issue:43950|issue:45902", - "issue:43054|issue:45701", "issue:43872|issue:44589", + "issue:43054|issue:45701", "issue:41553|issue:43883", "issue:38175|issue:43054", "issue:44910|issue:45859", @@ -945,20 +957,20 @@ "issue:43881|issue:43883", "issue:41762|issue:42915" ], - "prepared_review_unit_hash": "fccb4f311e0d441938ca68053e799f9afd09637c3f918aba80561cf77144e63a", + "prepared_review_unit_hash": "1853eb6d2d1b103e7b5fbc4f0bbb8f7638043c8625357e8fc90231dcecd18c93", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37475, + "serialized_chars": 37476, "estimated_input_tokens": 9369, "estimated_eval_tokens": 18994 }, @@ -967,216 +979,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. Issue 43950 remains the best canonical issue for the non-persistent-buffer corruption regression, and 44534 is a clear duplicate. Issue 45902 is related in area but not conservative enough to accept as a duplicate from the packet alone, so it should stay separate/uncertain.", + "summary": "The cluster is mostly unrelated issues, but the non-persistent-buffer regression is a small duplicate family rather than a single pair: issue:43644, issue:43950, and issue:44534 all describe the same Transformers v5 buffer-loading corruption bug. I would anchor the cluster on issue:43950 as the clearest representative.", "confidence": 0.79, - "canonical_issue_reason": "43950 is the clearest umbrella report for the Transformers v5 non-persistent-buffer corruption regression (`register_buffer(persistent=False)` / junk on load).", + "canonical_issue_reason": "issue:43950 is the clearest and most specific report of the shared Transformers v5 regression, and it sits at the center of the duplicate family with issue:43644 and issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "43950 best represents the shared bug family because it states the regression broadly and precisely, while 44534 is a direct duplicate and 45902 is only a possible related manifestation.", + "best_issue_reason": "issue:43950 is the best representative issue because it precisely names the regression (`from_pretrained()` corrupting non-persistent buffers) and matches the duplicate family in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Unrelated topics: DSA indexer discussion versus docs/CLI removal." + "reason": "Different topics: a discussion about DSA indexing vs docs mentioning a removed CLI command." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failure modes: Qwen3Moe FP8 config versus flash-attn fallback gating." + "reason": "Both involve model/runtime compatibility, but they describe different failure modes and code paths." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is a different defect from tied-weights issues in v5." + "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different problems." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to the removed CLI/docs reference." + "reason": "A typo in cache strategies is not the same issue as obsolete docs for the v5 run command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different code paths and symptoms: TRL SFT embedding unpacking versus GraniteMoEHybrid method dispatch." + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different runtime failures: detokenization regression versus NVFP4 run failure." + "reason": "Detokenization bug and NVFP4 runtime error do not look like the same underlying defect." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/fill with junk on load." + "reason": "These describe the same Transformers v5 regression: non-persistent buffers are filled/corrupted with junk during load." }, { - "left": "issue:43644", - "right": "issue:43950", + "left": "issue:44292", + "right": "issue:45507", "accept": false, - "reason": "Remote-code config field loss is a different bug from non-persistent-buffer corruption." + "reason": "Different model-specific runtime errors with no shared code-path evident." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is an embedding-quality complaint." + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding-quality concerns are related by model family only, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields and non-persistent buffer corruption are distinct issues." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same bug as Qwen3.5 position-id/SDPA instability." + "reason": "Both mention Qwen3.5/training, but one is a dtype mismatch under autocast and the other is an embedding-unpacking trainer failure." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API kwarg mismatch is unrelated to Gemma3 ZeRO-3 loading failures." + "reason": "Trainer `compute_loss` signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is not the same as generic loading noise." + "reason": "Corrupted checkpoint loading and noisy load logs are not the same underlying bug." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export symbol issues and torch-version incompatibility are different problems." + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are different compatibility problems." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Related area, but 45902 describes uninitialized `inv_freq` after `meta -> to_empty(cuda)` materialization and is not clearly the same regression as the non-persistent-buffer junk-on-load bug." + "reason": "Both involve buffer/state materialization, but one is a v5 load corruption regression while the other is a Qwen3_5Moe rotary embedding initialization bug." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Tokenization/model-behavior complaints, but the symptoms and likely root causes differ." + "reason": "bitsandbytes parameter-constructor incompatibility is unrelated to missing Float8 storage support." }, { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Different quantization backend errors: Int8Params kwarg mismatch versus Float8 storage lookup failure." + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a tokenizer-version behavior change." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error reporting and missing tied-weights metadata are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but zero probabilities and lower embedding quality are not clearly the same bug." + "reason": "Unexpected zero probabilities and worse text embeddings are similar only at a high level, not the same concrete bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn illegal memory access from 3D position_ids is not the same as CPU-offload incompatibility in rotary embedding." + "reason": "Both are Qwen3.5 attention/rotary issues, but one is flash-attn illegal memory access and the other is CPU offload incompatibility." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to buffer materialization corruption." + "reason": "Gemma4 FSDP2 attention key error and Qwen3_5Moe rotary buffer initialization are unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad AutoTokenizer error reporting and GLM4V loading failure are different issues." + "reason": "Different failures: tokenizer loading error vs model loading failure for a different checkpoint." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness and int4 memory bloat/OOM are distinct bugs." + "reason": "LoRA gradient checkpointing ineffectiveness and int4 CUDA reserved-memory OOM are separate training/memory issues." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 embedding quality complaint and HF-vs-JAX discrepancy are related in theme but not clearly the same bug." + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a HF-vs-JAX implementation discrepancy." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific model loading failure are not the same underlying defect." + "reason": "Generic loading noise and inability to load a specific model are not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a specific bug; 45020 is a broader umbrella report." + "reason": "Missing fields from `AutoConfig` with remote code and broader remote-code breakage are related only thematically." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization regression and AMD GPU support/loading are different failures." + "reason": "Detokenization bug and AMD GPU support issue are different subsystems and failure modes." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Different model loading reports with no clear shared code-path bug." + "reason": "Loading noise and a specific model load failure are not duplicates." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention memory, but one is LoRA checkpointing behavior and the other is Qwen3 MoE training memory usage." + "reason": "Both are training/memory-related, but one is checkpointing effectiveness and the other is MoE memory usage." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to the GLM5 report." + "reason": "Qwen3VL weight-only loading and GLM5 are different model-specific issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Loading failure for glm-4v-9b and missing all_tied_weights_keys are different defects." + "reason": "Two separate model-loading errors for different models and different root causes." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error is unrelated to Qwen3Moe FP8 configuration failure." + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 config failures are unrelated." } ] }, "evaluator_result": { "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge verdict is not conservative enough: treating issue 45902 as a duplicate of 43950 goes beyond what the packet supports from titles alone. 45902 describes uninitialized `inv_freq` memory after `meta -> to_empty(cuda)` materialization, which may be related, but it is not clearly the same regression as the non-persistent-buffer junk-on-load bug in 43950/44534. The 44534 link is well supported; the 45902 link should be downgraded to uncertain rather than accepted." + "feedback": "The summary is mostly grounded, but it overstates the duplicate evidence around the non-persistent-buffer regression. In the packet, issue:43644 is also essentially the same bug as issue:43950 and issue:44534, so it is not accurate to call 43950/44534 the \"only strong duplicate pair.\" I\u2019d want the cluster description to reflect a small duplicate family rather than a single pair. Most soft-edge verdicts look conservative, but I can\u2019t accept the overstatement in the core summary." }, "evaluator_used": true, "retried": true, @@ -1195,7 +1213,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:24643", "issue:30064", @@ -1247,8 +1265,8 @@ "issue:45923" ], "soft_pairs": [ - "issue:42491|issue:44368", "issue:45685|issue:45823", + "issue:42491|issue:44368", "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1259,260 +1277,242 @@ "issue:45020|issue:45356", "issue:43404|issue:43950", "issue:43742|issue:45399", - "issue:43257|issue:43866", "issue:42915|issue:45020", + "issue:43257|issue:43866", "issue:43638|issue:45823", "issue:43792|issue:44220", "issue:43872|issue:44291", "issue:43940|issue:45313", "issue:42915|issue:43872", - "issue:43854|issue:44863", "issue:41553|issue:44991", - "issue:42947|issue:45923", - "issue:43257|issue:45305", + "issue:43854|issue:44863", "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:43872|issue:45538", "issue:41553|issue:44488", "issue:44530|issue:44863", "issue:44479|issue:44560", - "issue:45325|issue:45902", "issue:24643|issue:30064", + "issue:45325|issue:45902", "issue:43366|issue:43828" ], - "prepared_review_unit_hash": "c236b628e099e50cf069dfc2fb32a015813810e1678d11bd06adc896faa53e66", + "prepared_review_unit_hash": "c02bd7d994e463aea9c7e33ad611f7c9e72b429cc8a5bbeea25bf55176a91b06", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38062, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of recent Transformers bug reports with superficial title similarity; only a few pairs look like true duplicates (docs cleanup, mask-shape IndexError, and the `_is_hf_initialized` loading regression).", - "confidence": 0.69, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and the closest thing to a cluster anchor, covering recent-version model-loading breakage for `remote_code` models.", + "summary": "The cluster is dominated by transformer model-loading and compatibility regressions, especially around newer versions, remote_code, DeepSpeed, and model-specific integration breakages. Only a few pairs look like true duplicates; most are related but distinct failures.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s main theme: newer transformers versions breaking model loading paths, especially for remote_code models. It is more canonical than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally representative issue here: broad, recent, and centered on model-loading regressions rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 45020 best captures the recurring upstream regression pattern across many of these reports and is the most useful single anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Both involve Qwen/LoRA wording, but one is a version-compatibility failure and the other is a warning about `tie_word_embeddings`; not the same bug." + "reason": "Different problems: MPS histogram/int handling in MoE vs Gemma4 PLE device placement during forward." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Different failure modes on different paths: MPS `histogram_mps` int issue vs Gemma4 device placement mismatch." + "reason": "Both mention Qwen3-related behavior, but one is a LoRA compatibility break on version migration and the other is a tie_word_embeddings warning; not the same bug." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for a missing Qwen2.5-VL class vs bitsandbytes `Int8Params` constructor incompatibility; unrelated code paths." + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the bitsandbytes _is_hf_initialized constructor issue." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "`remote_code` loading regressions are too broad to equate with a specific Gemma4 forward device mismatch." + "reason": "Broad remote_code loading regressions vs a Gemma4 device mismatch in forward; different code paths." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping failure in `add-new-model-like` is a distinct tooling bug, not the same as remote-code loading breakage." + "reason": "Tokenizer mapping registration failure is a different issue from remote_code model breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback gating; no shared concrete failure path." + "reason": "Tokenizer loading failure for a specific model is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are different runtime errors." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report stale docs still referencing removed pipeline tasks after v5; same documentation cleanup issue." + "reason": "Both are the same docs regression: deprecated pipeline tasks still referenced after v5 removals." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn backend fallback logic; different subsystems and symptoms." + "reason": "Mistral tokenizer regex patch crash is unrelated to flash-attn2 fallback checks." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic `remote_code` regression vs a specific Kimi-K2.5 tokenizer/codec regression; not the same bug." + "reason": "Different tokenizer/model-specific regressions; one is remote_code loading, the other is Kimi-K2.5 codec handling." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "One is a tied-weights bug in Mistral3, the other a `from_pretrained()` non-persistent-buffer regression; unrelated behavior." + "reason": "Tied lm_head weights in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading failure and flash-attn fallback blocking are not the same code-path." + "reason": "MobileLLM key error is a model-loading issue, but not the same as the flash-attn2 fallback blocker." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:42915", + "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs a corrupted Ovis2 checkpoint; different underlying problems." + "reason": "Qwen3 MoE FP8 load failure is different from the broader remote_code regression cluster." }, { - "left": "issue:42915", - "right": "issue:45020", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "A specific LoRA incompatibility on hf4.x vs a broad `remote_code` loading regression; not the same concrete bug." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on a Bert model vs Gemma4 PLE device mismatch; unrelated." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is a different failure mode from Gemma4 device mismatch." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper not running is too vague to merge with a specific `_torch_extract_fbank_features()` report without stronger evidence." + "reason": "The whisper model failing to run and the _torch_extract_fbank_features issue are related in broad audio scope, but not clearly the same concrete bug from the titles alone." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both center on the unexpected `_is_hf_initialized` kwarg during model init/loading, indicating the same regression." + "reason": "Both describe the same _is_hf_initialized constructor incompatibility surfaced through different loading paths." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but they target different model families and are not clearly the same concrete defect." + "reason": "Both are ZeRO-3 weight-loading problems, but they are model-variant-specific and not clearly the same defect." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "LoRA compatibility on version upgrades vs bitsandbytes `_is_hf_initialized` constructor breakage; different failures." + "reason": "Qwen3 MoE loading failure and bitsandbytes constructor incompatibility are distinct issues." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "GLM-4.7 test loading issue and NemotronH checkpoint loading failure are separate model-specific bugs." + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Tokenizer loading error for Voxtral vs tokenizer loading failure for EMBEDDIA/est-roberta; no shared concrete mechanism shown." + "reason": "Different model families and different load failures; no clear shared code path." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:36331", + "right": "issue:41093", "accept": false, - "reason": "Gradient checkpointing not effective with LoRA is different from a missing `supports_gradient_checkpointing` flag on a remote-code model." + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch are unrelated trainer/runtime errors." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight conversion failure under accelerate+deepspeed vs gradient averaging under GAS with DeepSpeed; unrelated training bugs." + "reason": "Both involve training/DeepSpeed, but one is weight loading and the other is gradient averaging semantics; not the same bug." }, { - "left": "issue:36331", - "right": "issue:41093", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Unexpected `compute_loss` kwarg vs mask/tensor shape mismatch; different error classes and code paths." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN explosion from Qwen3.5 position ids is not the same as flash_attention `s_aux=None` crashing." + "reason": "RLHF NaN explosion from position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError pattern about mask shape not matching indexed tensor shape; 44805 is a later generic reproduction of the same bug." + "reason": "Same mask-index shape-mismatch error phrased with ellipses; looks like the same underlying indexing bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "`_is_hf_initialized` loading regression and CLIPTokenizer max length constant issue are unrelated." + "reason": "bitsandbytes init incompatibility is unrelated to CLIPTokenizer's model_max_length setting." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model-loading failures for different models; not the same root cause." + "reason": "Two tokenizer loading complaints, but different models and different symptom types (bad error message vs outright load failure)." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are distinct model/runtime issues." + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both involve video/VL models, but one is a broad v5.3 regression and the other a specific `StopIteration` in a different embedding flow." - }, - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "RoPE/position-id scaling bug for Qwen2.5-VL vs uninitialized `inv_freq` after meta-to-empty materialization in Qwen3.5 MoE; different defects." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "DeepSpeed training `weight must be 2-D` and void segmentation map processing are unrelated issues." - }, - { - "left": "issue:43366", - "right": "issue:43828", - "accept": false, - "reason": "GGUF architecture support for gpt-oss is unrelated to Phi MoE autocast dtype mismatch." + "accept": true, + "reason": "Both point to the same 5.3.0 video-input regression affecting Qwen3/VL-family models." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The selected anchor issue 45020 is a reasonable umbrella for broad remote-code/model-loading regressions, and the accepted soft pairs are supported by the issue titles and described failure modes. No soft-edge verdict appears overstated." + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly loading/compatibility regressions with a few distinct docs/training/runtime cases, and the accepted soft pairs are conservative and well-supported by the titles. No obvious overstatement or unsafe duplicate callouts." }, "evaluator_used": true, "retried": false, @@ -1531,7 +1531,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36010", "issue:38175", @@ -1575,9 +1575,10 @@ "issue:45276", "issue:45313", "issue:45357", + "issue:45488", "issue:45584", "issue:45663", - "issue:45685", + "issue:45812", "issue:45823", "issue:45834" ], @@ -1587,13 +1588,12 @@ "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", - "issue:44560|issue:45685", "issue:43824|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", "issue:42915|issue:43957", - "issue:42617|issue:43366", "issue:44560|issue:44918", + "issue:42617|issue:43366", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:38175|issue:43994", @@ -1606,228 +1606,272 @@ "issue:43317|issue:44756", "issue:43644|issue:44534", "issue:38175|issue:39692", - "issue:44960|issue:44977", "issue:42491|issue:43720", + "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:44451|issue:44488", "issue:41720|issue:42915", "issue:42491|issue:45276", - "issue:43708|issue:44075" + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "9abd19eeba6a0164ec1d1bc13a5dc6ec8056bd1f54171f646b4713a33ead26d6", + "prepared_review_unit_hash": "52ad9aaf453cf97dec573a2163e1bab11295d03396238614daa879c8a652c36c", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36322, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set with a few clear duplicate pairs around the same concrete regression; the rest are broad theme matches but not the same bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43644 is the clearest representative of the core v5 regression and has an exact duplicate (44534).", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few true duplicate pairs around v5 regressions, SigLIP2 output corruption, and BERT/model-loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest representative of the v5 non-persistent-buffer corruption regression and has a strong duplicate in 44534; it is the cleanest anchor among the accepted issue pairs.", "canonical_pr_reason": null, - "best_issue_reason": "It is a broad, concrete regression report with the cleanest reproduction and the strongest evidence of duplication.", + "best_issue_reason": "issue:43644 is the best single issue to represent the cluster\u2019s most concrete, high-signal regression theme without over-generalizing across unrelated model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different failures: FSDP2 KeyError in attention vs device_map='auto' forward-device mismatch." + "reason": "Both are Gemma4 problems, but one is an FSDP2 KeyError and the other is a device-mismatch forward failure; different bugs/code paths." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different subsystems and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription generation failure." + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription behavior." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen-related models, but one is GGUF/gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." + "reason": "Unrelated: GGUF gpt-oss support request vs Qwen3-MoE sliding_window issue." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption vs an OCR long-input index error." + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different code paths: torch.compile with SDPA on Bamba vs Flash Attention misreading 3D position_ids on Qwen3.5." - }, - { - "left": "issue:44560", - "right": "issue:45685", - "accept": false, - "reason": "Unrelated failures: Qwen3-VL video StopIteration vs an MPS histogram kernel not implemented for Int." + "reason": "Different model/code paths: Bamba torch.compile+SDPA failure vs Qwen3.5 flash-attention crash from 3D position_ids handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class is not the same as meta-device loading breaking some models." + "reason": "Import error for a missing Qwen2.5-VL symbol is unrelated to meta-device loading regressions." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; one is notebook-specific, the other is the general bug." + "reason": "Same underlying regression: Transformers v5 breaking custom model initialization, with the notebook report just a narrower variant." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF/gpt-oss support request and a Float8 storage lookup error are different issues." + "reason": "No shared bug; gpt-oss support is unrelated to the Float8 storage-object error." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to meta-device loading regressions." + "reason": "Qwen3Moe FP8 failure and meta-device model loading are distinct issues." }, { - "left": "issue:42617", - "right": "issue:43366", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are different problems." + "reason": "Different symptoms and contexts: Qwen3-vl video StopIteration vs TRL embedding-unpacking failure." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:42617", + "right": "issue:43366", "accept": false, - "reason": "Both touch Qwen3.5, but one is a video-generation StopIteration and the other is TRL SFT embedding unpacking." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "A missing GenerationMixin import is unrelated to a Qwen3-MoE FP8 runtime failure." + "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping-name edge case and Gemma4 PLE device mismatch are different code-path problems." + "reason": "Tokenizer-mapping lookup bug and Gemma4 device mismatch are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model regression: unexpected zero probabilities / nonsensical outputs from AutoModel and pipeline." + "reason": "Same model family and same symptom class: SigLIP2 producing incorrect/degenerate outputs in inference." }, { "left": "issue:43632", - "right": "issue:45834", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 regression about non-persistent buffers being filled with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "The _is_hf_initialized flag regression is unrelated to the long OCR index error." + "reason": "LoRA compatibility with qwen3_moe on hf4.x is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Different Qwen3-VL issues: video StopIteration vs a generic mask/tensor shape mismatch." + "reason": "GLM5 model thread and Qwen3.5 flash-attention crash are not the same bug." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Both are config-loading failures, but they affect different model configs and likely different validation checks." + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-encoder key corruption are different code paths." }, { - "left": "issue:43638", - "right": "issue:44661", + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both reports describe the same inability to load specific BERT models in the current version." + }, + { + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert init failure is not the same as add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "Qwen3 auto-device-map cuda assert and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Same as above: a ZeRO-3 BertModel index error versus a tokenizer-mapping bug." + "reason": "qwen3_moe LoRA/HF version issue is unrelated to Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:43317", - "right": "issue:44756", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Different storage/offload problems: dequantized model loading on gpu+cpu offload vs mmap OOM on Strix Halo." + "reason": "Trainer resume/max_steps logic and SGD argument handling are unrelated." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same regression about non-persistent buffers being filled with junk in Transformers v5." + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer override for DeepSeek family and Granite token-ID regression are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both are SigLIP2-related, but 39692 is a docs/example mismatch plus quantization failure, not the same concrete bug as zero probabilities." + "reason": "Both mention SigLIP2, but one is an inference-output bug and the other is a documentation example with model/processor mismatch and quantization issues." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "GLM5 and Qwen3.5 Flash Attention generation failures are different model-specific issues." + "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to add-new-model-like tokenizer mapping behavior." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:43638", + "right": "issue:44661", "accept": false, - "reason": "LoRA/Qwen3-MoE incompatibility across versions and BitNet packed-weight loading are unrelated." + "reason": "Non-pretrained Bert ZeRO-3 index error is unrelated to the tokenizer-mapping bug." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "One is ZeRO-3 weight loading for language_model; the other is save_pretrained writing incorrect visual encoder keys." + "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different failure modes." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Both are model-loading failures, but they reference different checkpoints and there is no clear evidence of the same root cause." + "reason": "Strict config rejecting granite_speech and glm4v validation changes are unrelated." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3-MoE FP8 failures are different runtime bugs." + "reason": "Dequantized-model offload failure on device_map=auto is unrelated to the Strix Halo mmap OOM report." }, { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "Qwen3-MoE LoRA/version incompatibility is unrelated to Gemma4 resize_token_embeddings not updating tied outputs." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same v5 regression: non-persistent buffers are being corrupted/junk-filled on load." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same root bug: custom model initialization breaks in Transformers v5, with one report focused on notebooks." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "No concrete overlap beyond being recent model-specific reports." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Save/load regressions in different subsystems are not mergeable into one bug fix." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are duplicate load failures for similar BERT models under the current version." + }, + { + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Trainer checkpoint-resume max_steps math and optimizer SGD args not being used are separate trainer/optimizer issues." + "reason": "Tokenizer-pretokenizer override regression and Granite token-ID corruption are not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the clear duplicate/near-duplicate pairs are identified, and the non-matches are rejected with appropriately cautious reasoning based on the issue titles. I did not see any overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays reasonably conservative: most pair rejections are supported by distinct model/symptom titles, and the accepted pairs are plausible duplicates or near-duplicates (especially the v5 non-persistent-buffer regressions and the SigLIP2/BERT loading issues). The only slightly weaker accept is 44451/44488, but it is still defensible from the issue titles." }, "evaluator_used": true, "retried": false, @@ -1846,17 +1890,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", "issue:42491", - "issue:42915", "issue:42947", "issue:43257", "issue:43335", + "issue:43381", "issue:43404", "issue:43425", "issue:43454", @@ -1879,6 +1923,7 @@ "issue:44756", "issue:44910", "issue:44912", + "issue:44928", "issue:44960", "issue:44991", "issue:45216", @@ -1887,24 +1932,22 @@ "issue:45335", "issue:45362", "issue:45406", - "issue:45488", "issue:45588", "issue:45663", + "issue:45684", + "issue:45698", "issue:45704", "issue:45759", - "issue:45812", "issue:45823", "issue:45859" ], "soft_pairs": [ "issue:43854|issue:43931", + "issue:39692|issue:43994", "issue:43257|issue:43854", - "issue:45488|issue:45812", - "issue:42915|issue:44756", + "issue:44488|issue:44991", "issue:42491|issue:43931", - "issue:39692|issue:43994", "issue:43856|issue:43873", - "issue:44488|issue:44991", "issue:43644|issue:43645", "issue:45362|issue:45406", "issue:43856|issue:44387", @@ -1919,251 +1962,277 @@ "issue:39692|issue:44960", "issue:43425|issue:43957", "issue:42947|issue:45704", + "issue:45663|issue:45759", "issue:43873|issue:44387", "issue:43335|issue:45663", - "issue:45663|issue:45759", "issue:45663|issue:45859", "issue:44291|issue:44756", "issue:44155|issue:45823", - "issue:44387|issue:44756", "issue:43854|issue:45216", "issue:44292|issue:44912", + "issue:44387|issue:44756", "issue:44743|issue:44960", - "issue:43957|issue:44756" + "issue:43957|issue:44756", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381" ], - "prepared_review_unit_hash": "7919e3b5a55e53e37a2139c8a0a16e560ddce8c086b4ea7f97f6b88543ee379a", + "prepared_review_unit_hash": "8edf06a84d9893475c180b2db81c05a3258cbcb91bcd4880f4300c5f9bd9998d", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37140, - "estimated_input_tokens": 9285, - "estimated_eval_tokens": 18826 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38613, + "estimated_input_tokens": 9654, + "estimated_eval_tokens": 19564 }, "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 (tokenization, model loading, quantization, device mapping, and model-specific architecture bugs). The soft pairs share broad themes, but none look like the same concrete underlying bug or change.", - "confidence": 0.83, - "canonical_issue_reason": null, + "summary": "Most items are unrelated, model-specific bug reports rather than duplicates. The only convincing soft duplicate is the resize_token_embeddings/output_embeddings regression pair around Gemma4/general embedding propagation.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the best canonical representative for the resize_token_embeddings/output_embeddings bug because it is the broader, model-agnostic report; issue:45276 reads like a Gemma4-specific instance of the same missing update path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44991 is the cleanest broad regression report in the set: it describes a general tokenizer-loading failure on transformers>=5.0.0, with a clear, stable title and scope.", + "best_issue_reason": "issue:45292 is the strongest issue candidate overall: clear, generic title, same underlying bug as its close variant, and broad enough to subsume the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different failure modes (unit-test load issue vs weight-shape mismatch)." + "reason": "Both are model-loading failures, but for different models and failure modes (GLM-4.7-Flash test load vs Qwen3-VL shape mismatch). Not the same bug." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Different code paths: Qwen3 MoE checkpoint conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in tests." + "reason": "Both mention SigLIP2/vision models, but one is a docs/example error report and the other is an AutoModel/pipeline inference correctness issue." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are tokenizer regressions, but one is a LlamaTokenizer pre-tokenizer override and the other is wrong token IDs for Granite models; not the same bug." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Unrelated problems: Qwen3Moe FP8 failure vs a Strix Halo mmap OOM workaround." + "reason": "Different models and different tokenizer-loading failures; too broad to be the same bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA compatibility on hf5.x is a save/load format issue, not the same as Qwen3-VL shape-mismatch loading." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but one is a broken doc example and the other is a runtime inference regression; different fixes." + "reason": "Both are Qwen-related loading problems, but one is an hf4.x/hf5.x LoRA compatibility issue and the other is a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory use and the other is quantization/offloading behavior." - }, - { - "left": "issue:44488", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and likely different tokenizer files/call paths." + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as offloading behavior with quantization." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is junk-filled non-persistent buffers, the other is a Jupyter custom-model initialization issue; not the same bug." + "reason": "Both are Transformers 5.0.0 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components and models: transformers chat crash on Qwen3.5 vs serve crashing on Gemma4Processor missing _tokenizer." + "reason": "Different model families and different crashes: Qwen3.5 chat failure vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is training-memory inefficiency and the other is reserved-memory growth under int4 quantization." + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory/OOM behavior." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both hit flash_attention, but one is a Qwen3.5 position_ids crash and the other is an s_aux=None AttributeError on sink-less models." + "reason": "Both involve attention code, but the bugs are different: Qwen3.5 Flash Attention position_ids handling vs sink-less-models flash_attention.py s_aux=None crash." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA checkpoint incompatibility is unrelated to resize_token_embeddings behavior." + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing GenerationMixin and Whisper pipeline return_language are unrelated failures." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both involve resize_token_embeddings, but they hit different architectures and different submodules; too model-specific to treat as one bug." + "reason": "Both concern resize_token_embeddings, but they hit different architectures and different internal embeddings; not clearly one fixable code-path." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are lm_head tying bugs, but they are on different model classes (Mistral3 vs AyaVision) and likely separate fixes." + "reason": "Both are weight-tying problems, but in different model classes and likely different code paths." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different serialization/loading paths: extra_state handling vs init_empty_weights/_is_hf_initialized argument mismatch." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are separate serialization/init regressions." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and AudioFlamingo3 batched inference leakage are unrelated bugs." + "reason": "Qwen3 auto device map CUDA assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both concern specific model/tokenizer loading, but one is vocab-size token placement and the other is a separate tokenizer load failure." + "reason": "Tokenizer vocab-size mismatch for one model is not the same as the other model\u2019s loading failure." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Doc-example errors for SigLIP2 are unrelated to the generic GLM5 issue report." + "reason": "SigLIP2 docs/example errors and a generic GLM5 issue are unrelated." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device loading failures on specific models." + "reason": "Torch 2.10 incompatibility is separate from meta-device loading regressions." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and apex RMSNorm memory leak are unrelated subsystems." + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 multimodal text_config unwrapping are different model/code-path bugs." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is offloading not working and the other is increased reserved memory under int4 quantization." + "reason": "Quantized offloading behavior and int4 reserved-memory/OOM are related only at a high level, not the same underlying bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 shared_kv_states behavior." - }, - { - "left": "issue:45663", - "right": "issue:45759", - "accept": false, - "reason": "Different model families and failures: Gemma4 FSDP2 KeyError vs Qwen multimodal config unwrapping." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen3_5MoeTextRotaryEmbedding CPU-offload issue are separate code paths." + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are distinct issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to disabling mmap for Strix Halo OOM." + "reason": "init_empty_weights/_is_hf_initialized and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Audio track leakage in batched inference is unrelated to Gemma4 device mismatch during forward." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "One is quantization-related CUDA memory growth; the other is a platform-specific mmap OOM workaround." + "reason": "AudioFlamingo3 batched inference leakage is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regression surfaces: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained checkpoint correctness." + "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model/version issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Both are quantized-model loading issues, but they concern different models, formats, and failure outcomes." + "reason": "Different quantization formats, different models, and different load failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Reserved-memory/OOM under quantization is not the same as disabling mmap on Strix Halo." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state cache bug is unrelated to the generic GLM5 issue." + "reason": "Qwen3.5 recurrent-state reset bug and GLM5 are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different problem classes." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save_pretrained permission propagation and wrong custom-module reload are both custom-model save/load topics, but not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation regression; 45276 is a Gemma4-specific manifestation and 45292 is the broader version." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to mmap-driven OOM behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness and eval-mode checkpointing restriction are different gradient-checkpointing bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft duplicate, issue:45276 -> issue:45292, is supported by the titles and the high similarity signal. The other pair verdicts are appropriately negative and do not overclaim duplicate status." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2178,20 +2247,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:32090", + "issue:36032", "issue:39404", - "issue:42947", "issue:43257", "issue:43299", - "issue:43381", "issue:43425", + "issue:43452", + "issue:43596", "issue:43611", "issue:43645", "issue:43646", "issue:43708", "issue:43716", "issue:43828", + "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -2215,226 +2287,195 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44928", + "issue:44991", + "issue:45081", "issue:45084", - "issue:45276", "issue:45292", "issue:45335", "issue:45588", "issue:45663", - "issue:45684", - "issue:45698", "issue:45701", "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:45684|issue:45698", - "issue:45276|issue:45292", - "issue:42947|issue:43381", - "issue:43381|issue:44928", - "issue:44164|issue:44756", "issue:44479|issue:44877", "issue:43646|issue:43708", "issue:45588|issue:45663", "issue:45292|issue:45335", - "issue:43257|issue:44863", - "issue:44402|issue:44451", "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43257|issue:44863", "issue:43828|issue:43957", "issue:43425|issue:43828", - "issue:39404|issue:45701", "issue:44589|issue:44756", "issue:44683|issue:45823", + "issue:39404|issue:45701", "issue:43931|issue:44863", "issue:43906|issue:44530", "issue:43425|issue:45823", "issue:43611|issue:43645", - "issue:44530|issue:45084", "issue:43425|issue:43716", + "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:39404|issue:44912", "issue:44265|issue:44898", - "issue:43299|issue:43931", "issue:44479|issue:44805", "issue:43994|issue:44079", + "issue:43299|issue:43931", "issue:39404|issue:44671", - "issue:44589|issue:45084", "issue:43425|issue:44918", - "issue:44164|issue:45759" + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081" ], - "prepared_review_unit_hash": "579d0df0b5fa4accc9c8297106d96f7d1bb5b01b2a82880bb22b48e2280ca080", + "prepared_review_unit_hash": "f55f477ec51b0b0fe978b50169e92ad114689b461371d8cca72340eefc0850a9", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37052, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38055, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions and compatibility issues. I found one plausible duplicate pair around `resize_token_embeddings` not updating output embeddings; the rest look like distinct bugs or model-specific failures.", - "confidence": 0.64, - "canonical_issue_reason": "issue:43611 is the clearest broad regression-style issue in the set: it has a specific broken code path, a version boundary (Transformers 5.0.0), and a load-time compatibility failure that makes it a reasonable anchor for the cluster.", + "summary": "This cluster is mostly a grab bag of Transformers 5.x regressions, especially model/tokenizer loading issues, but the soft pairs are generally different bugs affecting different code paths or model families. Only the two `resize_token_embeddings` reports look close enough to be treated as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a Transformers 5.0 loading regression. It is generic, model-agnostic, and best matches the cluster\u2019s repeated loading-breakage pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most suitable representative issue because it is explicit, actionable, and broadly about Transformers 5 model-loading breakage rather than an incidental symptom.", + "best_issue_reason": "Issue 43611 is the most suitable global representative because it is the most general and central loading regression among many heterogeneous model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Both involve custom-model save/load, but one is about permissions on source files and the other about loading the wrong custom module; different bugs." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug: output embeddings are not updated; 45276 is just a Gemma4-specific manifestation with extra layer details." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode restriction; not the same failure." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Unrelated issues: eval-mode gradient checkpointing vs RLHF NaNs from Qwen3.5 3D position IDs and SDPA fallback." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "`extra_state` serialization failure and Strix Halo mmap OOM are different subsystems and different bugs." - }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models vs strict-config loading failure for granite_speech; not the same code path." + "reason": "Both are v5-era breakages, but they affect different models and different mechanisms: Qwen video input regression vs granite_speech strict config loading." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max-step calculation." + "reason": "Custom model initialization in notebooks is unrelated to incorrect `resume_from_checkpoint` max_steps calculation." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention `s_aux=None` crash and Gemma4 FSDP2 shared-key/value rebuild error are different model-specific forward-path bugs." + "reason": "Different failures in different subsystems: flash-attention handling of `s_aux=None` vs Gemma4 FSDP2 `shared_kv_states` rebuild behavior." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Both are `resize_token_embeddings`-related, but one targets generic output embeddings while the other is about `decoder.embed_tokens`; too model-specific to treat as the same bug." + "accept": true, + "reason": "These both describe the same underlying `resize_token_embeddings` propagation bug, with 45335 being a model-specific instance of the broader output-embedding mismatch." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and NemotronH checkpoint loading are distinct loading issues." + "reason": "Jupyter custom-model initialization problems are not the same as `save/from_pretrained` extra_state handling." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are not the same underlying defect." + "reason": "Tokenizer vocab-size mismatch for one repo is a different issue from a general inability to load another tokenizer in the latest version." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Jupyter custom model initialization and `extra_state` save/from_pretrained handling are separate problems." + "reason": "Different model families and different loading failures; no evidence they share the same root cause." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading failures are different runtime environments and failure modes." + "reason": "An autocast dtype mismatch is not the same bug as meta-device loading breakage." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility is a version/platform issue; the other is a specific autocast dtype mismatch in a model forward path." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper `return_language` pipeline breakage and tokenizer version-dependent behavior are unrelated." + "reason": "Torch version incompatibility is too broad and unrelated to the specific Phi MoE autocast dtype mismatch." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap-related OOM are unrelated runtime/storage issues." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime issues." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different subsystems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code paths and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline regression is unrelated to tokenization changes." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading are different model-loading bugs." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are separate model-specific problems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of an earlier issue and a PagedAttentionCache `linear_attention` crash are not the same bug." + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as Gemma4 device-map forward mismatch." + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch under `device_map=\"auto\"`." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 loading regressions, but one is about `base_model_prefix` and the other about notebook-defined custom models; different code paths." + "reason": "Generic model-loading regression and notebook custom-model initialization failure are different breakages." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "PagedAttentionCache group-type crash and non-template node compilation error are unrelated." + "reason": "Torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Torch version incompatibility and Mistral-3 image-preprocessor dtype mismatch are different bugs." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are distinct failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "These are both docs issues, but they cover different removed/changed pipeline behaviors." + "reason": "These are both documentation-related, but they concern different deprecated pipeline APIs and are not the same change." }, { "left": "issue:39404", @@ -2446,55 +2487,55 @@ "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Torch export failure via `torch_compilable_check` is unrelated to Perceiver non-default-resolution failures." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Both are Qwen3-VL loading regressions, but one is a generic v5 breakage and the other is a specific checkpoint shape mismatch; not clearly the same bug." + "reason": "`torch.export` failures with `torch_compilable_check` and Perceiver resize/interpolation failure are different bugs." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Qwen video-input regression and a mask/tensor shape IndexError are different failure modes." + "reason": "Qwen video-input regression and a generic mask-shape IndexError are not the same issue." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs and `ModelOutput` key assignment behavior are unrelated." + "reason": "Wrong SigLIP2 outputs are unrelated to `ModelOutput` key assignment when a field was previously `None`." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a broader loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return regression and CamemBERT masked-LM prediction regression are unrelated model bugs." + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction issues are unrelated." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Float8 storage lookup and non-template node compilation failures are unrelated." + "reason": "Trainer GPU broadcast type error and Whisper pipeline `return_language` regression have no shared code path." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking with TRL are different issues." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory issues." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "`extra_state` serialization and `from_config` text-config unwrapping for Qwen multimodal models are different code paths." + "reason": "Tokenizer loading regression for est-roberta and Mistral regex patch crashing on missing `backend_tokenizer` are different tokenizer bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The representative issue choice is defensible, and the only accepted soft-edge pair (issue:45276 / issue:45292) is supported by the shared `resize_token_embeddings` / `output_embeddings` wording in the titles. The rejected pairs are generally framed with caution and do not overstate duplicate evidence." + "feedback": "The summary stays grounded in the packet: 43611 is a defensible broad representative, and the overall characterization as mostly Transformers 5.x regression/loading issues matches the listed issue titles. The soft-edge verdicts are conservative, with the one accepted pair (45292/45335) plausibly describing the same resize_token_embeddings bug, while the rest are reasonably treated as distinct failure modes or model families." }, "evaluator_used": true, "retried": false, @@ -2513,25 +2554,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ - "issue:32090", "issue:34567", "issue:36032", - "issue:39404", "issue:40444", "issue:40990", "issue:42915", "issue:43262", "issue:43317", + "issue:43322", "issue:43377", "issue:43404", "issue:43421", "issue:43452", "issue:43482", + "issue:43540", "issue:43541", "issue:43582", - "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -2539,8 +2579,8 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43856", "issue:43883", + "issue:43994", "issue:44164", "issue:44206", "issue:44220", @@ -2549,11 +2589,11 @@ "issue:44479", "issue:44488", "issue:44530", + "issue:44534", + "issue:44610", "issue:44661", - "issue:44671", "issue:44683", "issue:44737", - "issue:44756", "issue:44811", "issue:44849", "issue:44987", @@ -2561,16 +2601,11 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45507", "issue:45584", "issue:45859" ], "soft_pairs": [ - "issue:36032|issue:43452", - "issue:44671|issue:44991", - "issue:43596|issue:44683", - "issue:43856|issue:44756", - "issue:32090|issue:39404", - "issue:44991|issue:45081", "issue:44737|issue:45859", "issue:44164|issue:44479", "issue:43582|issue:43632", @@ -2581,260 +2616,250 @@ "issue:44488|issue:44987", "issue:44206|issue:44220", "issue:43716|issue:45084", - "issue:43643|issue:44530", "issue:43883|issue:44488", + "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:36032|issue:42915", "issue:43644|issue:43646", + "issue:44451|issue:44987", "issue:43452|issue:43482", "issue:43541|issue:45084", - "issue:44451|issue:44987", "issue:42915|issue:44530", "issue:44849|issue:45325", "issue:43317|issue:43482", "issue:36032|issue:43645", "issue:44987|issue:44991", - "issue:43404|issue:44466", "issue:43883|issue:44991", - "issue:43262|issue:43377" + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534" ], - "prepared_review_unit_hash": "7d2e2c866b202148be9a01a1cb43344f1843651457ab01603a1d08b08e138524", + "prepared_review_unit_hash": "5c335803df76a9527f5824145b65269649e424db6c3e610803322a6191511a91", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37690, - "estimated_input_tokens": 9423, - "estimated_eval_tokens": 19102 + "soft_pair_count": 32, + "serialized_chars": 37331, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly conservative clustering. I keep the audio feature-extraction duplicate, but I reject the 43644/43646 soft edge: both are v5 regressions, yet the packet does not show they are the same bug or even the same failure mode.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43646 is the best umbrella issue for the custom-model-initialization regression described in this packet; it is broader and more representative than the more specific notebook-related report nearby.", + "summary": "This set is mostly a grab-bag of unrelated issue reports, many in the same broad Transformers v5 regression era but not the same concrete bug. I would not merge the soft pairs under duplicate triage based on titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the most umbrella-like representative here: it describes a broad custom-model initialization regression in v5, which is closer to a cluster headline than the narrower model- or feature-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest general issue candidate because its title is broad, user-facing, and likely to absorb nearby custom-model-init reports without overclaiming cross-duplication.", + "best_issue_reason": "Issue 43646 is the best single issue to represent the overall mixed set because its title is broad and generic enough to cover a family of adjacent v5 initialization problems.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36032", - "right": "issue:43452", - "accept": false, - "reason": "Different failure modes: T5 tokenizer special-token conflict vs GGUF loader breakage." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT MLM behavior and the other is tokenizer loading for a different model." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "Deepspeed zero3/BertModel init error is unrelated to compiled flex_attention on torch >= 2.9." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated resource issues." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline behavior." - }, - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Both involve loading/tokenizer paths, but they target different models and different bugs." - }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange inefficiency is unrelated to Qwen3.5 MoE CPU offload compatibility." + "reason": "Both are device/offload-related, but they affect different model code paths and different failure modes." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Serialization of extra_state is unrelated to the Qwen video-input regression." + "reason": "Serialization/save-load extra_state handling is unrelated to the video-input regression." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + "reason": "Apple Silicon allocator warmup and _is_hf_initialized are different regressions." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are model-loading reports, but the affected models and tokenizer code paths differ." + "reason": "Different tokenizer-loading failures for different models; no shared concrete bug is evident." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and flex_attention compilation are unrelated subsystems." + "reason": "Tokenizer mapping bug and flex_attention compilation bug are unrelated." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to runtime special-token post-processing updates." + "reason": "Perplexity on a specific model is not the same as runtime post-processor update behavior." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Base-model-prefix loading failure and non-persistent-buffer junk are different v5 regressions." + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is buffer initialization junk." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but there is no evidence they share the same underlying bug." + "reason": "Both mention loading failures, but they target different models and likely different code paths." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction bug around unsupported center handling / _torch_extract_fbank_features()." + "accept": false, + "reason": "These both point at audio feature extraction, but the titles are too vague to confirm the same underlying defect." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to template compilation errors." + "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to Qwen3.5 PagedAttention cache crashes." + "reason": "Missing all_tied_weights_keys and model-loading failure for a specific checkpoint are different issues." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Missing all_tied_weights_keys and model-loading failure for a different checkpoint are not the same bug." + "reason": "trust_remote_code config field loss is unrelated to PagedAttentionCache group-type handling." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failure are unrelated." + "reason": "Trainer token counter update and multi-image IterableDataset finetuning are different problems." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper decode skipping special tokens and empty-transcription generation failure are different behaviors." + "reason": "Both involve Whisper and special tokens, but one is batch_decode behavior and the other is empty-transcription generation." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer load conflict is unrelated to Qwen3 MoE FineGrainedFP8 failure." + "reason": "Tokenizer method conflict and FP8 config failure are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but the packet does not establish the same underlying bug or code path." + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no shared bug identity." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "gguf_file loading breakage and Qwen2.5-GGUF loading failure are separate loader issues." + "reason": "Both involve GGUF loading, but one is a generic gguf_file path issue and the other is a specific Qwen2.5-GGUF failure." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to template compilation failure." - }, - { - "left": "issue:44451", - "right": "issue:44987", - "accept": false, - "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast are different model-specific regressions." + "reason": "Torch dynamo grouped_mm tracing and template-node compilation errors are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3 MoE FP8 training and Qwen3.5 PagedAttention linear_attention crash are different code paths." + "reason": "FP8 config failure and linear_attention group-type crash are different model/backend issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug are unrelated." + "reason": "One is output_hidden_states behavior, the other is rope index scaling for Qwen2.5-VL." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are not the same bug." + "reason": "Dequantized model offload failure and GGUF loading failure are not the same bug." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + "reason": "Tokenizer special-token method conflict is unrelated to notebook custom-model initialization." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both fail on model loading in v5.x, but they are different checkpoints and different failure modes." + "reason": "Different model/tokenizer load failures; not enough to treat as one defect." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Mistral3 lm_head tying and inconsistent lm_head serialization are related to weights, but not the same concrete bug from the titles." + "reason": "Both mention lm_head.weight, but one is untied weights in a specific model and the other is device-dependent serialization behavior." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Missing all_tied_weights_keys and tokenizer-loading failure are unrelated." + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are different failures." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor chat-template sampling-rate default and MIMI padding-mask batching are different audio bugs." + "reason": "Audio chat-template sampling-rate handling and MIMI padding-mask behavior are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model mismatches, but the models and failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are adjacent v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but one accepted soft-edge is too strong for the packet. `issue:43644` (\u201cfills non-persistent buffers with junk\u201d) and `issue:43646` (\u201cbreaks custom model initialization\u201d) are both v5 regressions, but the packet does not ground them as the same bug or even clearly the same failure mode; the rationale overstates evidence by calling them the same underlying change. Because the acceptability of a soft-edge verdict must stay conservative, I can\u2019t accept this summary as-is." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2849,7 +2874,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36032", "issue:40444", @@ -2859,21 +2884,18 @@ "issue:42175", "issue:42915", "issue:43296", - "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43425", "issue:43531", - "issue:43540", "issue:43582", "issue:43611", "issue:43632", - "issue:43645", - "issue:43646", "issue:43742", + "issue:43792", "issue:43818", "issue:43819", - "issue:43994", "issue:44062", "issue:44079", "issue:44220", @@ -2883,6 +2905,7 @@ "issue:44451", "issue:44479", "issue:44534", + "issue:44568", "issue:44589", "issue:44610", "issue:44683", @@ -2890,30 +2913,26 @@ "issue:44811", "issue:44877", "issue:44987", + "issue:44991", + "issue:45020", "issue:45081", "issue:45084", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45507", "issue:45542", "issue:45663" ], "soft_pairs": [ - "issue:45084|issue:45507", - "issue:43994|issue:44610", - "issue:43646|issue:44534", - "issue:43322|issue:43540", - "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43377|issue:43819", "issue:42915|issue:45084", "issue:44265|issue:44610", "issue:45216|issue:45357", "issue:44451|issue:45081", - "issue:44220|issue:44683", "issue:44987|issue:45081", + "issue:44220|issue:44683", "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:42915|issue:44291", @@ -2926,174 +2945,148 @@ "issue:43611|issue:44534", "issue:43531|issue:44877", "issue:36032|issue:41720", - "issue:40990|issue:44811", "issue:43425|issue:44403", "issue:44079|issue:45663", "issue:41553|issue:43582", + "issue:40990|issue:44811", "issue:43632|issue:44534", "issue:42175|issue:45542", - "issue:43818|issue:45357" + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:44403|issue:44991" ], - "prepared_review_unit_hash": "22ec130f16e76344a898e5938bf0593e1140e0345c3f214267bf21608f471de5", + "prepared_review_unit_hash": "53f4f80e14a7c75ccc9bf50313cf987110f456b823cf96ab691270b954db2c29", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37215, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36438, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose mix of unrelated transformer/model bugs, with several broad Transformers v5 regression reports but no clear duplicate set. I found no soft-edge pair that looks like the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43646 is the broadest representative of the Transformers v5 initialization regressions in this set, and it is easier to treat as the umbrella issue than the more narrowly scoped siblings.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs. The only likely true duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else looks like separate issues affecting different models, code paths, or subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report and best matches the likely duplicate follow-up in 45357.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest single issue candidate because it is a clear, general regression report about custom model initialization, which is a recurring theme across the cluster.", + "best_issue_reason": "issue:45020 is the broadest open issue in the set and serves as the strongest general representative of the recent-model breakage theme, even though most items are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Different failures: template-node compilation vs an invalid method call in GraniteMoEHybrid." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different models and symptoms: nonsensical outputs in SigLIP2 vs a processor/model input-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Both are Transformers v5 regressions, but one is custom model init while the other is non-persistent buffer corruption; different bugs." - }, - { - "left": "issue:43322", - "right": "issue:43540", - "accept": false, - "reason": "Different multimodal code paths: Llava Next loading segfault vs Qwen3OmniMoe video input validation failure." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Jupyter/custom-model initialization breakage is not the same bug as junk-filled non-persistent buffers." - }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Different problems: generic loading noise vs a Mistral tokenizer regex-patching crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio/model implementations and failures: batching/padding-mask mismatch in MIMI vs DAC STE mismatch." + "reason": "MIMI padding-mask batching bug is unrelated to DAC.from_latents/STE mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to the non-template-node compilation error." + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are separate code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is a different export-time issue from a processor size mismatch." + "reason": "Torch.export with torch_compilable_check is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained, but one is a general checkpoint regression and the other is specifically incorrect visual encoder keys; not clearly the same bug." + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a more specific follow-up about incorrect visual encoder keys." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures: ScandiBERT cannot load, while Mistral regex patching hits a tokenizer backend attribute error." + "reason": "ScandiBERT tokenizer loading failure is not the same as the Mistral regex patch crash." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: audio feature extraction vs compiled flex_attention on newer torch." + "reason": "Physical-intelligence/fast loading failure and Mistral tokenizer patching are different bugs." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Both are loading-related, but one is a model-specific failure on physical-intelligence/fast and the other is a Mistral tokenizer patch crash." + "reason": "Feature-extraction fbank issue is unrelated to compiled flex_attention compatibility on newer torch." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both touch tied embeddings/lm_head behavior, but one is a missing weight tie in Mistral3 while the other is LoRA merge collapse with extended vocab." + "reason": "Both touch tied weights, but one is a Mistral3 load-time bug and the other is LoRA merge with extended vocabulary." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: _is_hf_initialized handling vs mmap/OOM behavior on Strix Halo." + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure is not the same as init_empty_weights rejecting an unexpected _is_hf_initialized argument." + "reason": "Both involve model initialization, but one is FineGrainedFP8Config and the other is an unexpected init_empty_weights argument." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to a model-loading failure for physical-intelligence/fast." + "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen multimodal regressions, but one is a video-input regression and the other is still-image temporal position-id scaling; different code paths." + "reason": "Video input regression across Qwen VL variants is not the same as still-image RoPE scaling." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method conflict and MobileLLM key error are different loading bugs." + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading failures." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multiple-image iterable training failure is different from Qwen2.5-VL still-image rope-index scaling." + "reason": "Multi-image IterableDataset training failure is distinct from Qwen2.5-VL temporal position scaling." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Different failure modes: FP8 config handling vs missing Float8 storage class." + "reason": "FP8 config failure is not the same as the missing Float8 storage TypeError." }, { "left": "issue:43611", @@ -3105,62 +3098,89 @@ "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is different from strict config rejection for granite_speech." + "reason": "Qwen3-MoE sliding_window issue and granite_speech strict config loading are separate bugs." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict and Qwen3 device-mapping CUDA assert are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "High perplexity on WikiText and Whisper batch_decode skip_special_tokens are unrelated bugs." + "reason": "Tokenizer attribute conflict is unrelated to the Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and transformer loading noise are not the same problem." + "reason": "Torch 2.10 incompatibility is not the same as generic transformer loading noise." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are different issues." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError do not match." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are different issues." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized regression and junk non-persistent buffers are different Transformers v5 bugs." + "reason": "Transformers v5 _is_hf_initialized breakage is separate from non-persistent buffer junk values." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is a runtime undefined-backend error when only tensorboard is installed." + "reason": "Missing TensorFlow in the torch extra and tensorboard-only undefined tf backend error are related but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh behavior is different from add_special_tokens not adding BOS/EOS for mdeberta-v3-base." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention bug is unrelated to Qwen3.5 save_pretrained visual-key serialization." + "reason": "Video-LLaVA weight-sharing/temporal-attention bug is unrelated to Qwen3.5 save_pretrained key issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as remote_code loading breakage." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is distinct from the EMBEDDIA/est-roberta tokenizer load failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 45216/45357, is presented as a likely duplicate/follow-up rather than a hard certainty, and the rest are reasonably rejected as distinct bugs. No obvious overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3175,7 +3195,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:33666", "issue:35707", @@ -3187,7 +3207,6 @@ "issue:43317", "issue:43377", "issue:43381", - "issue:43421", "issue:43454", "issue:43482", "issue:43525", @@ -3196,6 +3215,7 @@ "issue:43632", "issue:43644", "issue:43646", + "issue:43701", "issue:43749", "issue:43792", "issue:43856", @@ -3204,17 +3224,15 @@ "issue:44079", "issue:44265", "issue:44291", - "issue:44403", + "issue:44387", "issue:44462", "issue:44466", + "issue:44479", "issue:44534", - "issue:44568", "issue:44589", - "issue:44683", + "issue:44617", "issue:44829", "issue:44898", - "issue:44991", - "issue:45020", "issue:45072", "issue:45081", "issue:45325", @@ -3222,260 +3240,259 @@ "issue:45479", "issue:45491", "issue:45538", + "issue:45800", "issue:45812", + "issue:45823", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:43317|issue:43856", - "issue:43421|issue:44568", "issue:44462|issue:45812", "issue:33666|issue:40444", - "issue:43792|issue:44589", - "issue:44683|issue:45020", "issue:44829|issue:45479", - "issue:44403|issue:44991", - "issue:43381|issue:45923", + "issue:43317|issue:43856", "issue:43482|issue:45538", + "issue:43381|issue:45923", "issue:35707|issue:40444", "issue:44079|issue:44534", - "issue:44291|issue:44589", "issue:43482|issue:43525", + "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:43749|issue:44079", "issue:40444|issue:45381", "issue:43644|issue:44079", - "issue:43531|issue:44291", "issue:41720|issue:45081", + "issue:43531|issue:44291", "issue:44265|issue:45072", - "issue:43632|issue:45072", "issue:45325|issue:45381", + "issue:43632|issue:45072", "issue:43994|issue:44898", "issue:43611|issue:43646", "issue:42175|issue:43296", "issue:43454|issue:44466", "issue:45325|issue:45834", "issue:43792|issue:43957", - "issue:42915|issue:43482" + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823" ], - "prepared_review_unit_hash": "3ba9e645c1e1ab0f5115603cefa6b13e76de31999cd0a56d6135056f84d3e84f", + "prepared_review_unit_hash": "c1e5673ac63709a77129f40050ff48cacdd1df3b4c4cd91e3809cbc701fe31ad", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36830, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is dominated by Transformers v5/model-loading regression reports, but most pairs are model-specific or subsystem-specific rather than true duplicates. Only the Qwen2.5-VL position-id pair looks like the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s main theme: Transformers v5 breaking model initialization/loading paths. Most other items are narrower variants or unrelated bugs.", + "summary": "This is a loose topical cluster dominated by distinct Transformers v5 regressions and a few model-specific Qwen/VL loading/training bugs. I did not find strong evidence that any soft-edge pair is the same underlying issue, so I\u2019m not merging them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative of the cluster\u2019s recurring v5 model-loading regressions, while still being concrete enough to anchor a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to represent the cluster because it is broad, central, and closest to the recurring v5 initialization/loading regression pattern across the set.", + "best_issue_reason": "Issue 43611 is the best representative issue for this cluster because it captures the common v5 loading-breakage theme shared by several nearby reports without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43317", - "right": "issue:43856", - "accept": false, - "reason": "Different failures: device offload/dequantized loading vs Qwen3 MoE training memory usage." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is add_special_tokens/BOS-EOS insertion for a specific tokenizer." - }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different behaviors and models; not the same concrete bug." + "reason": "Both are AutoTokenizer regressions, but one is about ignoring repository tokenizer.json while the other is Granite token-ID corruption; same subsystem, not clearly the same bug." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Different Qwen-VL training problems: multi-GPU training vs iterable dataset with multiple images per prompt." + "reason": "Both involve Qwen VL training, but one is multi-GPU training and the other is iterable-dataset finetuning with multiple images per prompt; different failure modes." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different root causes: Whisper model runtime failure vs missing Float8 storage type." + "reason": "One is a flash_attention_3 training degeneration issue and the other is a single-label classification zero-loss bug; unrelated code paths." }, { - "left": "issue:44683", - "right": "issue:45020", - "accept": false, - "reason": "Unrelated: compiled flex_attention on torch>=2.9 vs remote_code model breakage." - }, - { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both mention degenerate training, but one is flash_attention_3 behavior and the other is a classification-loss setup bug." + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are different problems, even if both involve GPU memory." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Different issues: noisy loading logs vs tokenizer loading failure for a specific model." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated tokenizer/model-loading issues." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is gradient checkpointing in eval mode; the other is a missing supports_gradient_checkpointing flag on a remote-code model." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Different tokenizer/model-loading regressions with no clear shared code-path." + "reason": "Eval-mode gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are distinct API/metadata issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training contexts and different multimodal models." + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen2.5-VL multi-image IterableDataset finetuning failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment vs non-persistent buffer initialization are different bugs." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate core-library regressions." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Different loading failures: unexpected _is_hf_initialized arg vs Float8 storage lookup." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different configuration/loading bugs." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different v5 loading failures; one is GGUF loading, the other is missing pad_token_id on Llama4Config." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are unrelated load-time errors." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are input-shape/masking issues, but one is MIMI encoder padding masks and the other is Gemma3 sliding-window all-padding NaNs." + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 mixed-length NaNs from sliding-window attention are different bugs." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-efficient loading is unrelated to ModelOutput key handling." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete code path." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL problems: finetuning with multiple images vs wrong video position ids." + "reason": "Multi-image prompt finetuning failure and Qwen2.5-VL video vision_position_ids regression are separate VL issues." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk vs ModelOutput key assignment are unrelated bugs." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and init_empty_weights/_is_hf_initialized bug are different failure modes." + "reason": "Non-persistent buffer junk initialization and ModelOutput key handling are unrelated Transformers v5 regressions." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping cuda assert is unrelated to Mistral tokenizer regex patching." + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are different subsystems." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to dtype mismatches in inference." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are distinct regressions." }, { - "left": "issue:43632", + "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression is a loading/init issue, not the same as dtype mismatch in bfloat16 inference." + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are unrelated issues." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both describe wrong Qwen2.5-VL position-id generation in transformers 5.3.0; they likely share the same get_rope_index/rope-index code path." + "accept": false, + "reason": "Both are Qwen2.5-VL position-id complaints, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 regressions." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision model issues: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + "reason": "AutoModel/pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading regressions, but the specific problems differ: base_model_prefix handling vs custom model initialization." + "reason": "Base_model_prefix loading breakage and custom model initialization breakage are both v5 loading regressions, but they describe different concrete failures." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs a model load failure in vLLM are unrelated." + "reason": "Backend packaging for pip extras and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "One is tied lm_head weights in AyaVision; the other is device-dependent lm_head serialization in v5." + "reason": "AyaVision weight tying and device-dependent lm_head serialization are tied-weights topics, but not the same observed failure." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Wrong Qwen2.5-VL position ids is unrelated to Kosmos2.5 OCR long-input index errors." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are unrelated model bugs." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Both involve model loading on transformers 5+, but the concrete failures and affected code paths differ." + "reason": "Whisper runtime failure and torch.device('meta') loading breakage are distinct load/execution issues." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and different version-specific failures: FineGrainedFP8Config vs GGUF loading." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different model/configuration problems." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1 vs transformers 5.8.0 incompatibility are unrelated environment issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory growth and SAM3Video OOM are both memory-related only at a high level, not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen-family video regression and Gemma4 device mismatch are different model-specific failures." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: many items are indeed v5/model-loading regressions, and the only accepted duplicate pair (45325/45381) is a conservative match. The rejected soft-edge verdicts generally stay within the evidence from titles and avoid overclaiming sameness." - }, - "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 }, @@ -3490,7 +3507,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:34634", "issue:35707", @@ -3503,13 +3520,14 @@ "issue:43262", "issue:43296", "issue:43317", + "issue:43322", "issue:43377", + "issue:43404", "issue:43454", "issue:43526", "issue:43550", "issue:43572", "issue:43606", - "issue:43701", "issue:43720", "issue:43746", "issue:43749", @@ -3517,263 +3535,275 @@ "issue:43873", "issue:43881", "issue:43883", + "issue:44008", "issue:44186", "issue:44265", "issue:44291", - "issue:44387", "issue:44466", - "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", - "issue:44617", "issue:44877", "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", - "issue:45325", "issue:45357", "issue:45584", "issue:45701", "issue:45759", - "issue:45800", "issue:45823", "issue:45920", "issue:45923" ], "soft_pairs": [ - "issue:44387|issue:44617", - "issue:43296|issue:45800", - "issue:43701|issue:45325", - "issue:44479|issue:45823", "issue:43881|issue:44488", - "issue:43262|issue:43746", - "issue:44291|issue:44877", "issue:43606|issue:44265", + "issue:44291|issue:44877", "issue:44568|issue:45920", + "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:43873|issue:45701", "issue:44186|issue:44265", - "issue:43317|issue:43873", "issue:35707|issue:41720", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:41720|issue:45823", "issue:43377|issue:44610", + "issue:43317|issue:43873", "issue:39692|issue:40444", - "issue:43454|issue:45072", + "issue:43572|issue:45759", "issue:43377|issue:44898", + "issue:43454|issue:45072", "issue:43257|issue:45923", - "issue:43572|issue:45759", - "issue:40990|issue:42947", "issue:43526|issue:43883", + "issue:40990|issue:42947", "issue:44466|issue:45357", + "issue:43881|issue:44991", "issue:43749|issue:44534", - "issue:43454|issue:43720" + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357" ], - "prepared_review_unit_hash": "69b2aa48d5f5c75d7f719fccec54f8edaf87002f65c1a7e82c629fdaddaf43ed", + "prepared_review_unit_hash": "fa27612e0de28680b774187950a4e2fb0b4c2231ab7d3a0c2f2cdb1164943543", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficially similar but not true duplicates: they span unrelated model-specific loading, tokenizer, offloading, multimodal, and serialization bugs. I would not merge any of the proposed soft pairs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43873 is the broadest representative of the offloading/quantization subtheme, but the overall set is heterogeneous and does not form a single duplicate cluster.", + "summary": "This cluster is highly heterogeneous: most items are distinct model-specific loading, tokenizer, offload, or generation bugs. I did not find any soft-edge pair that clearly looks like the same underlying bug/change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the broadest and most referenced report in the set, centered on offloading/quantization behavior, so it is the best single issue to represent the cluster\u2019s closest shared theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the closest thing to a cluster representative because it is the most generic, broadly worded bug in the set, centered on offloading/quantization behavior.", + "best_issue_reason": "issue:43873 has the highest engagement and the most general description among the loading/offload-related reports, making it the most useful representative issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is a Sam3Video inference OOM; different failures and code paths." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "One is a PaddleOCR-VL model load failure in vLLM, the other is a torch/transformers version incompatibility; not the same bug." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope/position-id scaling are unrelated issues." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Both are multimodal regressions involving device/multimodal handling, but they affect different models and different failure modes." - }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are model loading problems, but they concern different models and distinct root causes." + "reason": "Different models and different failure descriptions; both are load failures, but not the same bug." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both involve loading/config behavior in v5, but one is an init_empty_weights argument mismatch and the other is strict config validation; not the same bug." + "reason": "One is an init_empty_weights argument error; the other is strict config blocking granite_speech loading." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "CPU offload device mismatch and torch.export failing on torch_compilable_check are different code paths." + "reason": "Both involve tokenization regressions, but they affect different models and concrete behaviors." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "One is a specific add_special_tokens regression for a tokenizer, the other is broad wrong-token-id behavior across several models." + "reason": "Audio chat-template sampling-rate default is unrelated to GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription generation failure are unrelated." + "reason": "Perplexity on gpt-oss and Whisper empty-transcription generation are unrelated bugs." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Offloading/quantization issues are not the same as tokenization changes across versions." + "reason": "Offloading/quantization regression is unrelated to tokenization changes." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus export-time torch_compilable_check failure; no shared underlying bug." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both involve offload/quantization language, but one is dequantized model loading with gpu+cpu offload and the other is a generic offloading complaint; too broad to merge." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export and torch_compilable_check." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with cached embeddings and a Qwen3 cudaErrorAssert under auto device mapping are unrelated." + "reason": "Progressive generation bug and Qwen3 device-map cudaErrorAssert are different failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU offload device mismatch and DAC from_latents vs forward mismatch are different model behaviors." + "reason": "Bark CPU-offload mismatch is unrelated to DAC.from_latents vs forward mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying/garbage generation and torch.compile SDPA failure are unrelated." + "reason": "lm_head weight tying and torch.compile SDPA are different bugs." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but they affect different models and likely different backend faults." + "reason": "Both mention device placement, but the models and failure modes differ substantially." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Missing padding-mask support in MIMI and OmDet-Turbo processor/model size mismatch are unrelated." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is dequantized model loading and the other is a broader offloading regression; not clearly the same concrete bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Doc-example model/processor mismatch plus quantization failure is not the same as Qwen2.5-VL multi-image finetuning failure." + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable dataset finetuning failure are unrelated." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Weight-tying serialization and bfloat16 dtype mismatch are different problems." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrap text_config for composite Qwen multimodal configs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are shape/batching-related vision issues, but one is padding-mask support and the other is resolution/interpolation behavior." + "reason": "Different image-processing bugs: batched padding vs non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights and bfloat16 dtype mismatches are not the same issue." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion during accelerate/deepspeed loading and a missing supports_gradient_checkpointing flag are unrelated." + "reason": "Qwen3 MoE conversion/loading and missing supports_gradient_checkpointing are unrelated." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "StableLm pad_token_idx config regression and composite Qwen config unwrapping are different config-loading bugs." + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute error." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient checkpointing ineffectiveness are unrelated." + "reason": "Perplexity anomaly and ineffective gradient checkpointing are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "BeitImageProcessorFast label reduction and missing all_tied_weights_keys are unrelated." + "reason": "Serialization of lm_head.weight depends on device, while the other is incorrect visual encoder key saving." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both touch serialization, but one is lm_head weight behavior and the other is incorrect visual encoder keys; not the same issue." + "reason": "Both are loading issues, but one is a model load failure and the other is tokenizer loading regression for a different model." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer initialization are different v5 regressions." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying in AyaVision and packed-weight unpacking in BitNet loading are unrelated." + "reason": "lm_head tying in a multimodal model and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assertion and Llava Next segmentation fault are distinct loading failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual encoder key serialization bug are unrelated." } ] }, @@ -3795,32 +3825,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:36010", "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", - "issue:43296", "issue:43316", "issue:43317", "issue:43322", - "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:43782", "issue:43873", "issue:43881", - "issue:44008", "issue:44186", + "issue:44361", "issue:44387", "issue:44423", "issue:44479", @@ -3832,37 +3864,28 @@ "issue:44898", "issue:44913", "issue:44918", - "issue:44977", "issue:44991", "issue:45072", "issue:45081", "issue:45161", - "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", "issue:45704", - "issue:45812", - "issue:45823" + "issue:45812" ], "soft_pairs": [ - "issue:43881|issue:44991", - "issue:41720|issue:43322", - "issue:43296|issue:44877", - "issue:41720|issue:44977", - "issue:44008|issue:45823", "issue:45632|issue:45684", - "issue:43404|issue:45357", - "issue:40990|issue:45701", "issue:42617|issue:42915", + "issue:40990|issue:45701", "issue:44186|issue:45072", - "issue:43873|issue:44756", + "issue:44423|issue:45406", "issue:43577|issue:43708", "issue:44387|issue:45704", - "issue:44423|issue:45406", - "issue:36331|issue:42617", + "issue:43873|issue:44756", "issue:44877|issue:44991", + "issue:36331|issue:42617", "issue:43550|issue:43720", "issue:36331|issue:42915", "issue:43450|issue:45701", @@ -3878,228 +3901,227 @@ "issue:44671|issue:44743", "issue:45081|issue:45812", "issue:41720|issue:45161", - "issue:43531|issue:43572" + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "1b1c244f137251e30d2079577daaaaf0da1ea5a4e61fc8eb570daa568bf9d06a", + "prepared_review_unit_hash": "93591e487e18940438009a48340dfe8f71dff15331af637117d6e88be61690aa", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37427, - "estimated_input_tokens": 9357, - "estimated_eval_tokens": 18970 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36458, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on Transformers regressions around loading, offloading, quantization, tokenizer/config handling, and multimodal processors, but the soft pairs mostly describe different concrete failures rather than true duplicates.", - "confidence": 0.58, - "canonical_issue_reason": "issue:43873 is the broadest and most central report in the set: it is still open, has the most engagement/inbound references, and sits closest to the recurring offloading/quantization theme shared by several nearby issues.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only loose commonality is that several items involve tokenizer/processor regressions, but none of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45701 is the broadest representative item: it is an open, high-interest tokenizer regression with multiple inbound references and best matches the small tokenizer-related subset of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for this cluster because it is the most general, active, and thematically central; the other issues are more model- or API-specific edge cases.", + "best_issue_reason": "issue:45701 is the best global issue candidate because it is broad, active, and could plausibly stand in for the tokenizer-regression theme better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different models and symptoms: a model loading failure vs tokenizer loading regression." + "reason": "Different bugs: cache-path collision for trust_remote_code vs permission propagation during save_pretrained. Same general custom-model area, but not the same code path." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Both are loading failures, but they affect different models and different crash modes." + "reason": "Unrelated failures: a script launch problem vs a Qwen3Moe FP8 loading/config issue." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Both involve loading/config handling, but the models and underlying failure paths are unrelated." + "reason": "Perplexity/evaluation anomaly is not the same as a tokenizer-version regression, even if tokenization could be a contributing factor." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Same family name, but one is a device-map assert during loading and the other is a flash-attention generation issue." + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Different Gemma generations and different bug classes: attribute collision vs device mismatch." + "reason": "Both involve serving multimodal models, but they are different crashes with different model/processor failures and no clear shared code-path bug." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are path/file-handling related, but one is cache collision and the other is permission propagation on save." + "reason": "Different subsystems: Blip2 dtype loading vs Trainer resume/max_steps logic." }, { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Different models and different regressions: tied weights vs save_pretrained key mapping." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "Perplexity regression and tokenization change are not the same concrete bug." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "Both are model execution failures, but they concern different scripts, models, and code paths." - }, - { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer/padding crash is unrelated to dtype mismatch in inference." + "reason": "Both are memory-related, but one is int4 quantization/OOM and the other is an apex RMSNorm leak in T5; not the same fix." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch memory/offload behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "Different problem domains: dtype propagation in BLIP-2 vs Trainer checkpoint-resume math." + "reason": "Both mention offloading/OOM, but the failures are about different mechanisms and platforms; too broad to treat as duplicates." }, { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both mention memory pressure, but one is int4 CUDA reserved memory and the other is an apex RMSNorm leak." - }, - { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Both crash in serving, but the processor errors are different and likely separate code paths." + "reason": "Both are loading regressions, but one is strict config handling and the other is tokenizer loading for a specific model." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API incompatibility is unrelated to a 3d_parallel execution failure." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Config strictness and tokenizer loading regression are different failure sources." + "reason": "Compute-loss API breakage is unrelated to the 3d_parallel.py execution failure." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both involve advanced execution settings, but one is torch.compile+SDPA and the other is accelerate loading/unpacking." + "reason": "Both involve model execution/loading problems, but torch.compile+SDPA and accelerate unpacking of packed weights are distinct bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "A Trainer signature mismatch is unrelated to a FineGrainedFP8 model load failure." + "reason": "Trainer callback signature breakage is unrelated to the Qwen3Moe FP8 issue." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor shape bug does not match a tokenizer behavior regression." + "reason": "Video input shape handling and tokenization-version changes are different problems." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image sizes, but the models and expected resolutions differ." + "reason": "Both are image-resolution issues, but they affect different processors/models and do not look like the same underlying bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer batching crash and image resolution mismatch are different subsystems and bugs." + "reason": "Tokenizer crash vs processor output-size mismatch; different code paths." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video input regression and embedding unpacking failure are not the same underlying issue." + "reason": "Video-input regression in multimodal models is unrelated to SFT trainer embedding unpacking." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Different failure modes: compile/SDPA bug vs CPU offload device mismatch." + "reason": "Different offload/device-mismatch failures in different models; too broad to merge." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Auto device-map CUDA assert and 3d_parallel runtime failure are not the same bug." + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to 3d_parallel.py launch failure." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is API inconsistency and the other is config value not persisting." + "reason": "Both are config/API inconsistencies, but they concern different config classes and different behavior." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are load/offload problems, but they target different quantization/dequantization scenarios." + "reason": "Both involve loading/offload, but one is Qwen3Moe FP8 and the other is dequantized model loading with gpu+cpu offload; not the same bug." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression is not the same as a general tokenization change report." + "reason": "Processor.tokenizer regression is a processor API issue, not the same as a tokenization-output regression across versions." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT label reduction bug is unrelated to a model loading failure." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM output bug and Qwen recurrent-state bug affect different model families and code paths." + "reason": "Masked-LM prediction bug in CamemBERT and Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Tokenizer patch crash and Granite token-ID regression are different tokenizer bugs." + "reason": "Both are tokenizer bugs, but one is a Mistral regex patch crash and the other is Granite token ID corruption; different code paths and fixes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention GPT/Qwen-style model work, but they are different models and different execution modes." + "reason": "Different Qwen/GPT-OSS parallelism failures; not the same underlying bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a StableLm config missing pad_token_idx." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig pad_token_idx." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error and weight_only loading error are different multimodal/model-loading failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite wrong token IDs are both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different failure modes; too generic to merge." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are distinct model-loading bugs." } ] }, @@ -4121,22 +4143,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:30064", "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:36010", "issue:41720", - "issue:42617", - "issue:42915", - "issue:43322", + "issue:42490", + "issue:43329", "issue:43388", "issue:43421", "issue:43531", - "issue:43540", "issue:43550", "issue:43606", "issue:43653", @@ -4145,17 +4164,19 @@ "issue:43782", "issue:43873", "issue:43927", + "issue:44062", "issue:44077", - "issue:44186", - "issue:44361", "issue:44368", "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", + "issue:44589", "issue:44625", "issue:44898", + "issue:44918", + "issue:44936", "issue:44987", "issue:44991", "issue:45042", @@ -4169,19 +4190,14 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45812", - "issue:45859" + "issue:45859", + "issue:45923" ], "soft_pairs": [ - "issue:43540|issue:43782", - "issue:36010|issue:42617", - "issue:43421|issue:45812", - "issue:42915|issue:43322", - "issue:44186|issue:44361", "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:33357|issue:35707", "issue:44492|issue:44509", + "issue:33357|issue:35707", "issue:43421|issue:45701", "issue:41720|issue:43746", "issue:43606|issue:43720", @@ -4192,6 +4208,7 @@ "issue:44625|issue:45479", "issue:43606|issue:43653", "issue:43531|issue:45759", + "issue:42490|issue:43329", "issue:34634|issue:41720", "issue:34567|issue:35707", "issue:43421|issue:43927", @@ -4200,217 +4217,221 @@ "issue:44898|issue:45072", "issue:44451|issue:44991", "issue:44077|issue:44625", + "issue:44987|issue:45042", "issue:45759|issue:45859", - "issue:44987|issue:45042" + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:44918|issue:44936" ], - "prepared_review_unit_hash": "2a21a3b4327dee18bff08e3cd8ce45de3c3f5e85db4d1a84a31d299d2c1370d5", + "prepared_review_unit_hash": "cfa91bd3bad5381a3c917f9ed5afdba1641c38f260fb8ae79a856a302c68b67b", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated despite superficial subsystem overlap. The only clear duplicate is the two identical Qwen2_5_VLProcessor batched-input crash reports; the rest should stay separate issues.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44545 is the best canonical representative for the Qwen2_5_VLProcessor padding=False crash: it matches 44514 exactly on title/symptom and has slightly more discussion/inbound references.", + "summary": "Only one soft-edge pair appears to be a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are distinct bugs, docs issues, or model-specific failures that should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the clearest primary report for the only exact duplicate pair; it is the earlier issue and describes the same batched-input / padding=False crash in Qwen2_5_VLProcessor.apply_chat_template.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the strongest issue to keep as the main reference for this duplicate bug because it is the clearest, most central report of the exact same crash.", + "best_issue_reason": "issue:44514 is the strongest issue candidate overall because it is a concrete, well-scoped bug report and the evident canonical target for the duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Different models and failure modes: video input ValueError vs from_pretrained weight_only load error." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "Unrelated problems: GenerationMixin import error vs 3d_parallel.py execution failure." - }, - { - "left": "issue:43421", - "right": "issue:45812", - "accept": false, - "reason": "Both concern tokenization internals, but one is runtime post-processor updates and the other is incorrect Granite token IDs; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different code paths and symptoms: Qwen3Moe FP8 config failure vs Llava Next segmentation fault." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both tokenizer-related, but different models and errors (NER/batching crash vs AttributeError on MLuke tasks)." - }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different features and failures: gather_for_metrics label handling vs SAM3 text/bbox behavior." + "reason": "Different subsystems and failure modes: metric gathering label truncation vs SAM3 text/box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Unrelated API crashes in different processors/models." + "reason": "Different models and errors: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Completely different bugs: MacOS bus error with CLIP vs generation with inputs_embeds/past_key_values." + "reason": "One is a cache-strategy typo, the other is obsolete docs for removed pipeline tasks." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task docs." + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Generic tokenization regression is too broad; this is not the same specific runtime special-token bug." + "reason": "Runtime special-token/post-processor sync bug is not the same as a general tokenization version-change report." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model-specific issues: device-mapping cudaErrorAssert vs PEFT local checkpoint loading." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but one is CPU offload device mismatch and the other is packed-weight unpacking during accelerate loading." + "reason": "Both involve loading/offload paths, but they are different code paths and concrete bugs." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Unrelated processors: void segmentation map handling vs Bark voice_preset." + "reason": "Different processors and errors: void segmentation maps vs BarkProcessor voice_preset handling." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different components and symptoms: torch.compile/SDPA failure vs tokenizer special-token registration." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to tokenizer special-token registration." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading issue and apex RMSNorm memory leak are unrelated." + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are distinct issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; these are duplicates of the same bug." + "reason": "Same exact crash report and same code path; duplicate batched-input/padding=False bug in Qwen2_5_VLProcessor.apply_chat_template." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different classification bugs: config propagation in Qwen3.5 vs degenerate zero-loss behavior across sequence-classification models." + "reason": "Related to classification heads, but one is config propagation and the other is a zero-loss training bug." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device mismatch on CPU offload is unrelated to BigBirdTokenizer special-token decode behavior." + "reason": "Device-mismatch offload bug is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3-family configs, but one is sliding_window behavior and the other is text_config unwrapping in from_config." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token counting video-branch bug are different problems." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "No shared underlying bug: BarkProcessor voice_preset vs Qwen3 auto device mapping CUDA assert." + "reason": "BarkProcessor voice_preset issue does not match the Qwen3 auto device mapping CUDA assert." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation are unrelated." + "reason": "TrainerState token-count tracking and progressive generation with cached embeddings are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve token IDs/special tokens, but one is runtime post-processing and the other is config save/load corruption." + "reason": "Special-token post-processor updates and DiaConfig save/load token-ID loss are different tokenizer/config bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different Qwen VL bugs: weight_only load failure vs wrong video vision_position_ids." + "reason": "Qwen3VL weight_only loading error and Qwen2_5_VL video vision_position_ids bug are separate model/version issues." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model classes and failures: Perceiver interpolation bug vs bfloat16 dtype mismatch." + "reason": "Perceiver image-res interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are loading failures, but they affect different models and likely different tokenizer code paths; not enough evidence of the same bug." + "reason": "Both concern loading models/tokenizers, but they are different repos and likely different root causes." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Optional post_init policy and num_labels propagation are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL backend torchvision dependency regressions." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 multimodal issues: config unwrapping vs CPU-offload rotary embedding compatibility." + "reason": "Composite-config unwrapping and CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding are different bugs." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling and missing Float8 storage type errors are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument conflict is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Unrelated regressions: model loading failure vs PIL image processors requiring torchvision." + "reason": "TRL SFT unpacking failure and trainer.evaluate() after train failure are distinct trainer issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 44514 and 44545 are the same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, and 44545 does have slightly more discussion/inbound references. The other soft-edge rejections are cautious and consistent with the issue titles; no pair is overstated as a duplicate without clear evidence." + "feedback": "The summary is well grounded in the packet. The only accepted soft-edge pair, issue:44514 vs issue:44545, is an exact title match and clearly the same batched-input/padding=False crash. The remaining verdicts are conservative and do not overstate duplication." }, "evaluator_used": true, "retried": false, @@ -4429,7 +4450,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:30064", "issue:36010", @@ -4437,16 +4458,19 @@ "issue:40444", "issue:42886", "issue:43295", + "issue:43322", "issue:43335", "issue:43381", "issue:43421", "issue:43525", "issue:43531", "issue:43540", + "issue:43550", "issue:43596", "issue:43618", "issue:43653", "issue:43697", + "issue:43716", "issue:43720", "issue:43746", "issue:43756", @@ -4455,17 +4479,13 @@ "issue:43873", "issue:43994", "issue:44008", - "issue:44062", "issue:44186", "issue:44220", - "issue:44451", - "issue:44589", "issue:44610", "issue:44661", "issue:44671", "issue:44843", - "issue:44918", - "issue:44936", + "issue:45072", "issue:45081", "issue:45183", "issue:45356", @@ -4473,6 +4493,7 @@ "issue:45479", "issue:45588", "issue:45663", + "issue:45685", "issue:45704", "issue:45759", "issue:45834", @@ -4481,256 +4502,256 @@ "issue:45923" ], "soft_pairs": [ - "issue:45704|issue:45923", - "issue:43531|issue:44589", - "issue:44918|issue:44936", - "issue:44062|issue:44451", - "issue:45663|issue:45923", "issue:39692|issue:44610", + "issue:45663|issue:45923", "issue:43421|issue:43653", "issue:45588|issue:45759", "issue:42886|issue:44843", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43994|issue:44671", - "issue:45704|issue:45859", "issue:43525|issue:43531", + "issue:45704|issue:45859", "issue:45081|issue:45356", - "issue:39692|issue:43873", "issue:45356|issue:45907", + "issue:39692|issue:43873", "issue:43746|issue:43873", "issue:40444|issue:43746", "issue:43596|issue:44220", "issue:43746|issue:45381", "issue:43540|issue:44008", "issue:43720|issue:43819", - "issue:43618|issue:43697", - "issue:45183|issue:45479", "issue:44220|issue:44661", - "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:43618|issue:43697", "issue:30064|issue:36010", + "issue:43653|issue:43720", "issue:43335|issue:43756", - "issue:43295|issue:45834" + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685" ], - "prepared_review_unit_hash": "f44e7b8298df2b14fc752c6b63af296954196354218b8a0461b8f0bb2556289c", + "prepared_review_unit_hash": "af3e0a3b588cff6631d33c0265ae1011e25bafe7d52c3b2553d2fd8e4928c74b", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37150, - "estimated_input_tokens": 9288, - "estimated_eval_tokens": 18832 + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Hugging Face/Transformers issues. I found one plausible duplicate pair around offline tokenizer loading; the rest are similar only at the subsystem level and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44843 is the most concrete root-cause report in the only plausible duplicate pair: it identifies the exact offline failure path in `_patch_mistral_regex` / `model_info()`, whereas 42886 is the broader symptom report.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only strong duplicate is the offline tokenizer/Mistral-regex failure: both reports point to the same `HF_HUB_OFFLINE`/`_patch_mistral_regex` code path.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the offending `_patch_mistral_regex` call to `model_info()` and the offline-mode breakage directly.", "canonical_pr_reason": null, - "best_issue_reason": "44843 is the best representative issue because it pins the bug to a specific code path and failure mode, making it the most useful canonical anchor for triage.", + "best_issue_reason": "issue:44843 is the best representative because it states the concrete mechanism, making it more useful as the canonical tracker for the duplicate offline-tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45704", - "right": "issue:45923", - "accept": false, - "reason": "Different areas: T5 RMSNorm/apex memory leak vs missing gradient_checkpointing flag on a Nemotron remote-code variant." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding-window logic vs a Float8 storage deserialization error." - }, - { - "left": "issue:44918", - "right": "issue:44936", - "accept": false, - "reason": "Both are trainer-related, but the concrete bugs differ: SFT embedding unpacking vs evaluate() failing after train()." - }, - { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Tokenizer construction bug vs model loading failure for a specific checkpoint; no shared underlying code path is evident." + "reason": "Different models and failures: SigLIP2 doc example errors vs OmDet-Turbo processor size mismatch." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Different model families and mechanisms: Gemma-4 FSDP2 shared_kv_states bug vs Nemotron gradient_checkpointing metadata." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Documentation/example mismatch vs processor/model image-size mismatch; same broad vision space, but not the same bug." + "reason": "Different model families and different bugs: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing flag." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both involve tokenizer special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding; not the same bug." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sinkless-model crash and composite config unwrapping are unrelated code paths." + "reason": "Unrelated code paths: flash-attention sink handling vs AutoModelForCausalLM config unwrapping." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Both describe the same offline tokenizer-loading failure; 44843 names the concrete root cause in `_patch_mistral_regex`/`model_info()`." + "reason": "Same underlying offline tokenizer bug: both report failures under `HF_HUB_OFFLINE=1` tied to the Mistral regex/tokenizer loading path." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are different training-time issues." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth during training." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer-related, but the bugs are different: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + "reason": "Different tokenizer failures: special-token/post-processor update vs NER/batched padding crashes." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model behaviors: SigLIP2 AutoModel/pipeline mismatch vs CamemBERT masked-LM prediction regression." + "reason": "Different model behaviors in different tasks; no shared concrete bug path." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "T5 apex RMSNorm memory leak and Qwen3_Moe CPU-offload incompatibility are unrelated." + "reason": "Llama4 config pad-token attribute issue is unrelated to Qwen3-MoE sliding-window handling." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Llama4 pad_token_id attribute error is unrelated to Qwen3-MoE sliding_window handling." + "reason": "T5/apex RMSNorm memory leak is unrelated to Qwen3-MoE CPU-offload rotary embedding behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch tokenizer regex handling, but one is a hard crash on Mistral tokenizer load and the other is a Kimi-K2.5 codec/regression warning issue." + "reason": "Both mention `fix_mistral_regex`, but one is a backend_tokenizer crash and the other is a codec/warning regression; not clearly the same bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "SigLIP2 docs/example problems are not the same as the quantization/offloading bug in the other issue." + "reason": "Tokenizer regression vs hub API forwarding issue; completely different failures." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Kimi tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "SigLIP2 documentation mistakes are unrelated to quantization/offloading behavior." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT/local-checkpoint loading for GraniteSpeech does not match the quantization offloading problem." + "reason": "PEFT checkpoint loading and quantization offloading are different problems." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5-VL IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech PEFT local-load issues." + "reason": "Qwen2.5-VL IterableDataset/multi-image failure is unrelated to GraniteSpeech local checkpoint loading." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO-3/BertModel index error and `_torch_extract_fbank_features()` are different failure modes." + "reason": "BertModel + ZeRO-3 init index error is unrelated to `_torch_extract_fbank_features()`." }, { "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "PEFT checkpoint loading and Qwen2.5-VL video vision_position_ids are separate multimodal bugs." + "reason": "Different multimodal issues: PEFT local checkpoint loading vs Qwen2.5-VL video `vision_position_ids`." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and Gemma 3n audio_mel_mask name collision are unrelated." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents STE mismatch are different models and different code paths." + "reason": "Packed-weight loading with accelerate is unrelated to DAC forward/from_latents STE mismatch." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to RTDetrV2 output drift in Transformers v5." + "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` and tokenizer mapping generation." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging across models is not the same bug as the single-label classification zero-loss issue." + "reason": "Input validation error-message bug is unrelated to single-label classification zero-loss behavior." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Audio feature extraction and add-new-model-like/TOKENIZER_MAPPING_NAMES are unrelated tokenizer/model registry issues." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different model-specific regressions." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to BitNet accelerate loading of packed weights." + "reason": "Image segmentation-map processing and GenerationMixin import errors are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "Void segmentation-map processing and a GenerationMixin import error are completely unrelated." + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Smollm3 RoPE-layer mismatch are different architecture/configuration bugs." + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Gemma3n audio-mask name collision." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Custom processor.tokenizer regression in v4.57.5 is not the same as Kosmos2.5 long OCR index errors." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and grounded in the packet. The only accepted pair, 42886/44843, is plausibly the same offline tokenizer-loading bug, while the other pairwise rejections are adequately supported by differing titles and failure modes. The summary avoids overclaiming and stays within the evidence available." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA bug and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram integer limitation are different failures with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The offline-tokenizer pair is the only clearly supported duplicate, and the other soft-edge rejections are appropriately cautious given the packet. No mergeability issue since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, "error_message": null }, { @@ -4744,23 +4765,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:30064", "issue:36331", "issue:39692", "issue:41720", - "issue:43322", "issue:43421", "issue:43531", "issue:43540", - "issue:43550", "issue:43577", "issue:43582", + "issue:43606", "issue:43643", "issue:43644", "issue:43653", - "issue:43716", "issue:43749", "issue:43782", "issue:43818", @@ -4768,7 +4787,6 @@ "issue:43825", "issue:43827", "issue:43994", - "issue:44008", "issue:44062", "issue:44186", "issue:44442", @@ -4779,11 +4797,13 @@ "issue:44509", "issue:44561", "issue:44671", + "issue:44805", "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", + "issue:44936", "issue:44977", "issue:44991", "issue:45020", @@ -4792,23 +4812,19 @@ "issue:45084", "issue:45381", "issue:45584", - "issue:45685", + "issue:45701", "issue:45834" ], "soft_pairs": [ - "issue:43716|issue:44008", - "issue:43550|issue:45072", - "issue:43550|issue:43819", - "issue:43322|issue:45685", "issue:44062|issue:44488", "issue:44186|issue:44898", "issue:44843|issue:45081", - "issue:43577|issue:43818", "issue:43531|issue:43643", "issue:43653|issue:43819", + "issue:43577|issue:43818", "issue:43643|issue:44877", - "issue:43421|issue:44811", "issue:43540|issue:45381", + "issue:43421|issue:44811", "issue:43782|issue:44977", "issue:44448|issue:44671", "issue:45584|issue:45834", @@ -4816,211 +4832,208 @@ "issue:44561|issue:45020", "issue:39692|issue:45834", "issue:44485|issue:44509", - "issue:43644|issue:43749", "issue:44821|issue:45084", "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:43825|issue:43827", + "issue:43644|issue:43749", "issue:44186|issue:44442", + "issue:43825|issue:43827", "issue:44479|issue:45834", - "issue:43577|issue:43582" + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "22fa7d1edcd72870d1a8f0afa0c32ed56a5d443358ed7ad664d341dfbcc40fd4", + "prepared_review_unit_hash": "1fe739a34374f5cc03c7937fe57279b98bc84dd39808ca7ef28b18c87d022a3a", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36172, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated. The only close theme is the v5 pipeline-removal/docs cluster, but the paired issues there still describe different artifacts (runtime error text vs documentation cleanup), so I rejected all soft edges. No PRs were provided.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43825 is the most concrete, user-facing item in the nearest thematic cluster (v5 pipeline-removal behavior), but it is still not a clean duplicate anchor for the rest of the set.", + "summary": "The cluster is dominated by unrelated regression reports around tokenizers, configs, vision/video models, and v5 behavior changes; there are no clear duplicate pairs with the evidence provided. The best single representative is the broad remote-code regression report.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella report in the set, covering recent-version breakage for remote_code models without being overly tied to one specific model.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the best single issue to anchor triage among the near-match set because it describes a specific runtime regression rather than a broad or documentation-only report.", + "best_issue_reason": "issue:45020 best captures the cluster\u2019s overall theme of Transformers version regressions affecting model loading/runtime behavior across multiple remote-code scenarios.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Different models and different failure modes: image preprocessor dtype mismatch vs Gemma 3n variable-name collision." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "Both involve model execution regressions, but one is Bamba + torch.compile/SDPA and the other is SwitchTransformers/TimmWrapper dtype mismatch; not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Unrelated code paths: torch.compile/SDPA failure versus DAC latent/forward mismatch." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Different subsystems and symptoms: Llava Next loading segfault vs MPS histogram Int error." - }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "One is an AddedToken constructor argument error; the other is a tokenizer/model load failure for a specific repo." + "reason": "Different failures: AddedToken keyword collision vs tokenizer loading failure for a specific model." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different tokenization/image-classification failures with no shared concrete code path." + "reason": "Both are image/tokenization bugs, but they affect different models and code paths." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but they fail for different reasons: offline model_info call vs missing backend_tokenizer attribute." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Different models and defects: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Same helper function area, but one is an offline metadata call bug and the other is an AttributeError in regex patching." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to trust_remote_code config field loss." + "reason": "Unrelated problems: Qwen3-MoE sliding window behavior vs config fields missing under trust_remote_code." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to DAC from_latents/forward mismatch." + "reason": "BigBird tokenizer special-token registration and DAC latent reconstruction are unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict-config rejection of granite_speech." + "reason": "Different model families and different defects: dtype loading vs missing temporal attention/shared weights." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Both mention tokenizer behavior, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Both involve config loading, but the reported failures are different and not the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Related model family, but different regressions and different affected video-processing paths." + "reason": "Different video-input regressions in different Qwen Omni/VL variants." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen variants and different failure modes: weight_only load error vs flash-attention generation bug." + "reason": "Qwen3VL weight_only loading failure is unrelated to flash-attention generation issues." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are output regressions, but they affect different models and distinct inference paths." + "reason": "Different regressions: Pegasus output changes across versions vs CamemBERT masked LM predictions." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Both are about docs/model usage, but one is pipeline error-message text and the other is AutoModel/pipeline output quality for SigLIP2." + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline mismatch are different issues." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "The former is a specific API-removal breakage; the latter is a broad umbrella report about remote_code breakage." + "reason": "Both involve remote-code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broader umbrella report." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR index error are unrelated." + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR indexing are unrelated." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to v5 pipeline-task documentation cleanup." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to FSDP CPU RAM-efficient loading." + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 pipeline doc references." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are different failures." + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are different failure modes." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "ImageProcessor void segmentation maps and Trainer compute_loss signature mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and est-roberta tokenizer loading are different issues." + "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a different model." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Both relate to v5 pipeline removals, but one reports a runtime error-message regression and the other is a documentation cleanup issue; not the same concrete bug." + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are not the same underlying bug." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2Conformer AutoTokenizer loading failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing on FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message issue and the other is stale docs; not the same concrete bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Qwen video-input regression and Kosmos2.5 long OCR index error are different model paths and symptoms." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error affect different models and code paths." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Blip2 dtype loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError and trainer evaluate-after-train behavior are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 inference dtype mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic tokenization changes across versions are not the same bug." } ] }, @@ -5042,11 +5055,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:34634", "issue:36010", "issue:36331", + "issue:38175", + "issue:39692", "issue:42175", "issue:43257", "issue:43262", @@ -5054,11 +5069,9 @@ "issue:43452", "issue:43526", "issue:43582", - "issue:43606", "issue:43638", "issue:43650", "issue:43653", - "issue:43696", "issue:43697", "issue:43720", "issue:43742", @@ -5066,19 +5079,20 @@ "issue:43749", "issue:43782", "issue:43819", + "issue:43854", "issue:43906", + "issue:43927", "issue:44060", "issue:44291", "issue:44368", "issue:44554", "issue:44589", "issue:44610", - "issue:44671", - "issue:44805", "issue:44811", "issue:44857", "issue:44912", "issue:44936", + "issue:44977", "issue:44991", "issue:45020", "issue:45042", @@ -5090,13 +5104,9 @@ "issue:45459", "issue:45538", "issue:45600", - "issue:45701", "issue:45803" ], "soft_pairs": [ - "issue:44805|issue:44936", - "issue:43606|issue:45072", - "issue:44671|issue:45701", "issue:34634|issue:36010", "issue:44610|issue:45072", "issue:43782|issue:45325", @@ -5104,8 +5114,8 @@ "issue:42175|issue:45081", "issue:45081|issue:45406", "issue:43749|issue:44291", - "issue:44060|issue:44368", "issue:43650|issue:43906", + "issue:44060|issue:44368", "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", @@ -5114,211 +5124,214 @@ "issue:34634|issue:36331", "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43653|issue:44912", "issue:43742|issue:45020", + "issue:43653|issue:44912", "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:43257|issue:43329", "issue:43452|issue:44991", - "issue:43257|issue:43696", - "issue:44589|issue:45042" + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329" ], - "prepared_review_unit_hash": "b5589a7e7dc6d6a9bb85b23a8522e4c73b7c581b7eb2c5ee818bbb7b4b6c0e02", + "prepared_review_unit_hash": "1eb830627c82a96a987667d73ff6a3e9d8c6702317bd1aae0dffa9a48a66c6ed", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36442, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a mix of unrelated model-loading, processor, tokenizer, trainer, and backend-specific regressions. I did not find any soft pair that looks like the same underlying bug or change.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the broadest and most representative report in the set: a general regression where newer Transformers versions break remote-code models, which matches the cluster\u2019s overall loading/regression theme better than the narrower model-specific issues.", + "summary": "The cluster is a collection of mostly unrelated Transformers bug reports; the soft pairs share only broad subsystem similarity, not the same underlying defect. No soft edge should be merged, and there is no clear duplicate PR candidate here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest open regression report in the set and the most plausible umbrella issue; the rest are narrower, model- or component-specific failures that do not collapse into one concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best standalone issue here because it is broad, clearly described, and likely to serve as the most useful umbrella reference for related version-regression reports.", + "best_issue_reason": "issue:45020 is the best representative issue because it is general, recent, and framed as a cross-cutting regression affecting multiple models via remote_code loading.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44805", - "right": "issue:44936", - "accept": false, - "reason": "Different failure modes: a mask/index shape mismatch versus an evaluation-after-training regression. No evidence they share the same code path." - }, - { - "left": "issue:43606", - "right": "issue:45072", - "accept": false, - "reason": "Different models and different bug classes: CPU offload device mismatch vs bfloat16 dtype mismatch." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a broad tokenization-change report." - }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + "reason": "Different failures: BarkProcessor voice_preset behavior vs a GenerationMixin import path break. Same library, unrelated bugs." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch and dtype mismatch are distinct problems." + "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different bugs: weight_only loading error vs rope-index scaling." + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling bug affect different model paths and different code paths." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to generic dtype mismatch behavior." + "reason": "BitNet packed-weight loading during accelerate is not the same bug as bfloat16 dtype mismatch in other models." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend dependency issue vs tokenizer regex crash; no shared underlying bug." + "reason": "Backend dependency packaging issue vs Mistral tokenizer regex patch crash; unrelated root causes." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer/processor loading problems, but they affect different components and failure causes." + "reason": "Both are tokenizer/processor loading issues, but one is a regex patch crash and the other is a missing processor attribute in serve; different bugs." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both involve model loading, but one is FSDP RAM-efficient loading and the other is init_empty_weights argument handling; not the same bug." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument errors are separate loading mechanisms and distinct regressions." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "These are different tied-weights warnings with different triggers and configurations." + "reason": "Low-quality placeholder issue vs an isolated reproduction of another issue; no shared underlying bug is evident." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "One is non-technical placeholder content; the other is a reproduction of a specific upstream issue." + "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next weight-tying bug and the other is a user-level warning during LoRA fine-tuning; not the same concrete defect." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and CUDA AMP loss crash are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 AMP crash in LwDetrImageLoss are unrelated runtime failures." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent conversion mismatch are separate issues." + "reason": "Audio chat-template sampling-rate defaulting bug is unrelated to DAC.from_latents not matching forward pass." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug does not match an RTDetrV2 output-difference regression." + "reason": "BEiT image label reduction bug and RTDetrV2 output divergence are different models and different code paths." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction bug and MPS attention correctness issue are unrelated." + "reason": "BEiT label reduction and an MPS attention correctness issue do not describe the same underlying defect." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both concern broad exception handling, but they are different code paths and different observable bugs." + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare except in Fuyu tensor conversion; different code paths." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor preset behavior and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-compilation TypeError and tokenizer model_max_length are different tokenizer-layer issues." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length sentinel value are unrelated bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined multimodal-token video branch symbols and removed auto-mapping configs are unrelated CI/codegen problems." + "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "BigBird special-token decoding bug and MXFP4 quantization fallback bug are distinct." + "reason": "KeyError loading a specific MobileLLM checkpoint is a model-specific loading bug, not the broader remote_code regression in 45020." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "A key error for a specific model is not the same as the broader remote_code regression." + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are different tokenizer/quantization issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 mask indexing failure and train-then-evaluate failure are different runtime issues." + "reason": "Zero3 training IndexError on a non-pretrained Bert model is not the same as evaluate() failing after train()." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens behavior do not share a concrete code path." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "MOE weight conversion during accelerate/deepspeed loading is unrelated to multimodal token counting." + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are different processor/model behaviors." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve from_pretrained/tokenizer loading, but they target different APIs and failure mechanisms." + "reason": "gguf_file loader breakage and tokenizer loading failure for a specific model are both loading issues, but not the same code-path or defect." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Loading/conversion bug and CUDA OOM are clearly unrelated." + "reason": "Zero probabilities in SigLIP2 and OmDet processor/model input-size mismatch are unrelated vision-model bugs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are different classes of issues." + "reason": "Missing Float8 storage type and PIL backend requiring torchvision are separate dependency/runtime issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problem and Qwen3.5 flash-attention generation issue are distinct model-specific regressions." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig losing custom token IDs after save/load are unrelated state/serialization bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to undefined video token count helpers in multimodal processors." } ] }, @@ -5340,14 +5353,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:33357", "issue:34567", "issue:36010", "issue:36331", - "issue:38175", - "issue:39692", "issue:40990", + "issue:41720", + "issue:42490", "issue:42915", "issue:43257", "issue:43262", @@ -5356,20 +5370,19 @@ "issue:43452", "issue:43454", "issue:43531", + "issue:43540", "issue:43550", "issue:43577", "issue:43582", "issue:43606", "issue:43643", "issue:43645", + "issue:43696", "issue:43697", "issue:43720", "issue:43742", "issue:43749", "issue:43756", - "issue:43819", - "issue:43854", - "issue:43927", "issue:43931", "issue:44291", "issue:44479", @@ -5379,7 +5392,6 @@ "issue:44811", "issue:44849", "issue:44912", - "issue:44977", "issue:44987", "issue:45042", "issue:45356", @@ -5389,244 +5401,249 @@ "issue:45538", "issue:45701", "issue:45759", - "issue:45859" + "issue:45859", + "issue:45907" ], "soft_pairs": [ - "issue:43854|issue:44977", - "issue:38175|issue:44610", - "issue:39692|issue:44912", - "issue:43819|issue:43927", "issue:36010|issue:43645", "issue:43720|issue:44610", - "issue:43454|issue:43577", "issue:43550|issue:44912", + "issue:43454|issue:43577", + "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:43329|issue:44479", + "issue:42490|issue:43257", "issue:43531|issue:45042", "issue:36010|issue:36331", - "issue:43749|issue:44756", "issue:44568|issue:45356", - "issue:43643|issue:45759", + "issue:43749|issue:44756", "issue:44568|issue:45488", - "issue:44849|issue:45701", + "issue:43643|issue:45759", "issue:34567|issue:40990", "issue:43329|issue:43450", + "issue:44849|issue:45701", "issue:43257|issue:43931", "issue:43606|issue:45859", - "issue:43257|issue:43756", "issue:43697|issue:45357", + "issue:43257|issue:43756", + "issue:44479|issue:45381", + "issue:44987|issue:45538", "issue:43452|issue:43582", + "issue:41720|issue:43540", "issue:44291|issue:45042", - "issue:44987|issue:45538", - "issue:44479|issue:45381", - "issue:42915|issue:43742" + "issue:44987|issue:45907", + "issue:42915|issue:43742", + "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "cc46032d771ace898aa070f2da3becd97461984e766e308f7e4fd16805687f4c", + "prepared_review_unit_hash": "580e017ab238ce5adc1644b1da3dc4ba09a89524416c0cc1d64bf22c7739651c", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "soft_pair_count": 29, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of transformer bug reports, not one duplicate family. I only see one strong duplicate-style overlap: the Qwen2.5-VL/Qwen3.5 video-input regression pair.", - "confidence": 0.44, - "canonical_issue_reason": "issue:44479 is the best canonical anchor for the one clear duplicate family here because it captures the broader Qwen video-input regression that also covers the specific qwen2.5-vl symptom in issue:45381.", + "summary": "This set is highly heterogeneous: tokenizer regressions, multimodal/video bugs, model-loading issues, trainer API breakages, and offload/device problems. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44479 is the most concrete broad regression report in the set, covering multiple Qwen video-input paths and making it the best umbrella-style anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest open issue, but the set is too mixed to make it a strong global duplicate canonical; issue:44479 is the best local match to the only accepted overlap.", + "best_issue_reason": "Issue 44479 is the strongest representative issue because it describes a specific regression with multiple affected model families and is more triage-useful than the more generic or highly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash loading/test issue vs Qwen3.5 flash-attention generation behavior." + "reason": "Different failures: a missing import for GenerationMixin vs. custom model initialization breaking in notebooks." }, { - "left": "issue:38175", + "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is a SigLIP2 probability bug and the other is an OmDet-Turbo processor size mismatch." + "reason": "Unrelated subsystems: accelerate-loaded packed weights vs. image processor output size mismatch." }, { - "left": "issue:39692", + "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Both mention quantization, but they affect different models and different code paths (docs example/processor vs MXFP4 fallback)." + "reason": "Both are model/quantization related, but they describe different concrete bugs on different models and code paths." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Unrelated bugs: DAC latent conversion mismatch vs DiaConfig losing token IDs on save/load." + "reason": "Different model-specific loading issues: weight tying bug vs. dtype not propagating to BLIP2/Qformer." }, { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "Both are import/config compatibility regressions, but they are distinct failures with different triggers and code paths." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to an OmDet-Turbo image processor shape issue." - }, - { - "left": "issue:43454", - "right": "issue:43577", - "accept": false, - "reason": "Different models and symptoms: AyaVision lm_head tying vs BLIP2 dtype propagation." - }, - { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different problem classes: SDPA/torch.compile failure in Bamba vs quantization fallback in git-oss-20b." + "reason": "Loading/dispatch bug vs. CUDA OOM; not the same underlying problem." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both audio-related, but one is chat-template sampling rate defaulting and the other is batch_decode skip_special_tokens handling." + "reason": "Audio chat template sampling-rate default vs. Whisper batch_decode special-token handling." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video multimodal processing, but one is an undefined-helper bug in token counting and the other is a broader video-input regression." + "reason": "Both involve video/multimodal paths, but one is an undefined-symbol bug in token counting while the other is a broader video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path import warning is not the same as Qwen3 MoE weight conversion under accelerate+deepspeed." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to PIL image processors requiring torchvision." + "reason": "Qwen3-MoE sliding-window behavior and PIL processor torchvision dependency are unrelated." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are separate API breakages." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Different loading/memory issues: FSDP CPU RAM-efficient loading vs mmap OOM on Strix Halo." + "reason": "Import path breakage and a Trainer compute_loss signature change are different API regressions." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer regressions, but the BOS/EOS special-token bug is unrelated to Kimi-K2.5 codec handling." + "reason": "Both tokenizer regressions, but they affect different tokenizers and distinct behaviors." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is composite Qwen multimodal text_config unwrapping." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer regressions in different tokenizers and different mechanisms; not the same underlying bug." + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is LlamaTokenizer overriding tokenizer JSON behavior." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to the broad tokenization-change report." + "reason": "Config-loading with trust_remote_code missing fields is different from unwrapping text_config for composite multimodal configs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and GPT-OSS perplexity are unrelated." + "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is token counting and the other is batched output shape." + "reason": "Undefined helpers in multimodal token counting is not the same as batched video processor shape output." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug and a generic tokenization change report are not the same bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen3 loading failures: accelerate/deepspeed weight conversion vs VL weight-shape mismatch." + "reason": "Different Qwen3 loading problems: deepspeed/accelerate weight conversion vs. shape mismatch for Qwen3-VL." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both mention CPU offload, but they affect different models and different failure mechanisms." + "reason": "Both mention CPU offload, but they affect different models and likely different offload code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE loading/accelerate issue and Smollm3 RoPE-layer dropout are unrelated." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are different model bugs." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key mapping are distinct bugs." + "reason": "Related video-input area, but the titles point to different symptoms and scopes; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Generic loading failure and CLIPTokenizer max-length behavior are unrelated." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breakage and AppleSilicon warmup TypeError are unrelated." + "reason": "GGUF loader breakage and Apple Silicon warmup TypeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA device-mapping assert on Qwen3 is not the same as Qwen3OmniMoe video ValueError." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized incompatibility is unrelated to the PIL image processor torchvision regression." + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated regressions." }, { "left": "issue:44987", - "right": "issue:45538", + "right": "issue:45907", "accept": false, - "reason": "Different tokenizer issues: loading physical-intelligence/fast vs CLIPTokenizer max-length sentinel." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same underlying video-input regression in the Qwen2.5-VL/Qwen3.5 family; one report is broad and the other is a specific symptom of the same code path." + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are different repository API problems." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model-loading failures: FineGrainedFP8Config on Qwen3Moe vs key error loading MobileLLM-125M." + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count tracking are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The only accepted overlap is the Qwen video-input regression family, and the summary does not overclaim broader duplication across the heterogeneous set." - }, - "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 }, @@ -5641,24 +5658,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28282", "issue:29127", - "issue:33357", "issue:34567", "issue:34689", "issue:36331", "issue:38175", - "issue:41720", "issue:42175", "issue:42915", "issue:43317", + "issue:43452", "issue:43493", "issue:43526", "issue:43540", "issue:43577", "issue:43582", + "issue:43643", "issue:43742", "issue:43749", "issue:43756", @@ -5677,278 +5694,267 @@ "issue:44898", "issue:44912", "issue:44938", - "issue:44987", "issue:44991", "issue:45072", "issue:45081", "issue:45137", "issue:45325", + "issue:45357", + "issue:45375", "issue:45381", "issue:45405", "issue:45479", "issue:45538", "issue:45588", "issue:45823", - "issue:45907" + "issue:45920" ], "soft_pairs": [ - "issue:33357|issue:34567", - "issue:41720|issue:43540", - "issue:44987|issue:45907", "issue:42915|issue:44821", - "issue:43927|issue:44912", "issue:42915|issue:45538", + "issue:43927|issue:44912", "issue:43317|issue:45538", "issue:42175|issue:43824", "issue:43540|issue:44479", - "issue:43577|issue:45072", "issue:43540|issue:44560", - "issue:42175|issue:44938", + "issue:43577|issue:45072", "issue:44062|issue:44991", + "issue:42175|issue:44938", "issue:38175|issue:44898", - "issue:45137|issue:45405", "issue:42175|issue:44488", + "issue:45137|issue:45405", "issue:43906|issue:45381", "issue:28282|issue:34689", - "issue:44737|issue:45588", "issue:42915|issue:43749", + "issue:44737|issue:45588", "issue:43742|issue:44291", - "issue:43582|issue:43782", "issue:43526|issue:45479", - "issue:28282|issue:29127", + "issue:43582|issue:43782", "issue:43540|issue:45823", "issue:43756|issue:45325", + "issue:28282|issue:29127", "issue:43493|issue:43994", "issue:34567|issue:36331", + "issue:44062|issue:45081", "issue:44291|issue:44821", - "issue:44062|issue:45081" + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488" ], - "prepared_review_unit_hash": "c81dbd0d05f05e52d103ec8225a26e221a6bb63cc9cfac2d8a96863e2becc8ab", + "prepared_review_unit_hash": "2d118e233d0d0c4c54f677e0d24b943663f0320cb90a2937c65df2d09c38444f", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36326, - "estimated_input_tokens": 9082, - "estimated_eval_tokens": 18420 + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated issues, so only a few soft pairs look like true duplicates. The clearest overlap is around Qwen video/position-id regressions and a separate SigLIP2 discrepancy pair.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression report in the set, covering multiple Qwen VL/video-input variants and serving as the best umbrella for the accepted Qwen-related duplicates.", + "summary": "Mostly heterogeneous issue set; only one clear duplicate pair stands out around SigLIP2 regression. The rest share broad topical overlap (tokenizers, video inputs, loading errors) but not enough evidence for same underlying bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43994 is the better canonical issue for the clear SigLIP2 duplicate pair because it describes the user-visible failure more broadly, while issue:43493 reads more like the discrepancy report leading to it.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative issue overall: it is specific enough to be actionable, but broad enough to subsume the closest matching reports in the cluster.", + "best_issue_reason": "issue:43994 is the strongest issue to keep: it is the clearest, broadest statement of the actual broken behavior and can absorb the paired duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "Different subsystems and failures: MacOS bus error in CLIP vs TrainerState token counter update." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Both involve Qwen, but one is device-mapping CUDA assert and the other is a video-input ValueError for a different model path." - }, - { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Loading a model regression is unrelated to a repo-files API forwarding bug in CI." + "reason": "Different bugs: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:45538", "accept": false, - "reason": "FineGrainedFP8/Qwen3Moe loading failure is unrelated to AutoImageProcessor URL loading." + "reason": "Unrelated failures: Qwen3Moe FP8 config vs CLIPTokenizer max-length behavior." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Custom config save/load corruption is not the same as an MXFP4 quantization fallback issue." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are different bugs." + "reason": "Different code paths: config save/load token IDs vs MXFP4 quantized model loading." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to tokenizer max_length." + "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer length handling." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend installation issue vs model import error for Qwen2.5-VL." + "reason": "Packaging/backend installation issue vs missing Qwen2.5-VL class import." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related domain, but different model families and symptoms; not clearly the same concrete bug." - }, - { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype, but they affect different architectures and code paths." + "reason": "Both are video-related, but the titles do not show the same concrete bug or code path." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Same broad video-input area, but the titles do not establish the same underlying bug with enough confidence." + "reason": "Same broad area, but different model and failure mode; not enough to call it one bug." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "TensorFlow backend packaging vs Python 3.14 import failure are unrelated." + "reason": "Both are dtype-related, but they affect different models and symptoms." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer construction TypeError and a model-specific tokenizer load failure are too indirect to treat as duplicates." + "reason": "Tokenizer-loading failures, but the titles point to different root causes." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different models and different failure modes; both are vision issues only at a very broad level." + "reason": "Backend packaging issue vs Python 3.14 import/load failure; not the same bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to PEFT version pinning." + "reason": "Different models and different inference failures; no shared concrete issue." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Installation/backend packaging issue vs model load failure for a specific checkpoint." + "reason": "Packaging/backend issue vs a model-specific loading failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed runtime error vs PEFT version pinning; unrelated." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The reproduction issue has no clear evidence it matches the Qwen2.5-VL position-id bug." + "reason": "Both mention Qwen2.5-VL/video, but the titles do not establish the same exact bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch dependency is unrelated to a model-loading regression for Llama 3.2 Vision." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet CPU positional encoding overhead and flash_attention sink handling are different code paths." + "reason": "ImportError for missing PyTorch vs a specific Llama 3.2 Vision loading regression." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are separate training/loading mechanisms." + "reason": "Qwen3Moe FP8 failure is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "KeyError on a specific model load is not the same as the init_empty_weights API break." + "reason": "XLNet positional encoding CPU bug vs flash_attention sink-less-model crash." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load error are unrelated." + "reason": "Different loading errors with different triggers: missing key vs unexpected init argument." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Image processor label reduction bug is unrelated to sequence-classification loss degeneracy." + "reason": "Label reduction bug in an image processor vs sequence-classification zero-loss issue." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Missing PyTorch import error and LayoutLMv3 box validation message are distinct issues." + "reason": "AppleSilicon TypeError vs Qwen3VL weight_only load error; unrelated." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different models and different failure symptoms; not the same device-mapping bug." + "reason": "Different multimodal model families and different failure symptoms." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "RoPE-layer mismatch in SmolLM3 is not the same as Qwen2.5-VL temporal position-id scaling." + "reason": "Both involve RoPE/positioning, but the specific model paths and bugs are different." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content error message." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Both describe the same SigLIP2 implementation discrepancy, one as HF-vs-JAX mismatch and the other as nonsensical outputs in AutoModel/pipeline." + "reason": "Same SigLIP2 regression: one reports the implementation discrepancy, the other the bad outputs in AutoModel/pipeline." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer compute_loss API mismatch are different trainer bugs." + "reason": "Trainer state accounting bug vs custom loss signature incompatibility." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer crashes, but the concrete failures are different." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Init-empty-weights loading break is unrelated to AutoImageProcessor URL loading." + "reason": "Unexpected init-weights argument vs AutoImageProcessor URL loading; unrelated." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer-related, but the specific failure mechanisms and affected code paths are different." + "reason": "Different regression classes: save_pretrained visual-key serialization vs wrong tokenizer IDs." }, { - "left": "issue:44479", - "right": "issue:44560", - "accept": true, - "reason": "Same Qwen video-input regression family in transformers 5.3.0; the specific StopIteration report fits the broader video-input breakage." + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Config field loss is broad, but the titles do not prove the same underlying bug." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL position-id/rope-index regression affecting still-image and video inputs." + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF/from_pretrained breakage vs a specific tokenizer/model loading complaint; too broad to merge." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted overlaps are the ones with clear title-level alignment (SigLIP2 pair, Qwen video/position-id regressions), and the rejected pairs avoid over-claiming duplicates when the evidence is only broad topical similarity." + "feedback": "The clustering is grounded and conservative overall. The non-matches are justified by distinct model paths or failure modes, and the single accepted SigLIP2 pair is a plausible duplicate/canonicalization choice based on the packet titles. Minor caution: the SigLIP2 linkage is inferential from titles alone, but it is not overstated." }, "evaluator_used": true, "retried": false, @@ -5967,11 +5973,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:24643", "issue:29127", "issue:38175", + "issue:41720", "issue:41762", "issue:43295", "issue:43452", @@ -5985,10 +5992,12 @@ "issue:43742", "issue:43749", "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", "issue:44464", "issue:44466", "issue:44484", - "issue:44488", "issue:44514", "issue:44561", "issue:44568", @@ -6010,19 +6019,13 @@ "issue:45216", "issue:45290", "issue:45356", - "issue:45357", - "issue:45375", "issue:45381", "issue:45405", "issue:45600", - "issue:45823", - "issue:45920" + "issue:45823" ], "soft_pairs": [ - "issue:45357|issue:45920", - "issue:43643|issue:45375", "issue:44792|issue:44964", - "issue:43452|issue:44488", "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43531|issue:44821", @@ -6034,228 +6037,222 @@ "issue:44484|issue:44704", "issue:41762|issue:44936", "issue:24643|issue:29127", - "issue:43452|issue:43577", "issue:44625|issue:44877", "issue:44514|issue:45290", + "issue:43452|issue:43577", "issue:43452|issue:44843", "issue:44466|issue:45005", "issue:43819|issue:44811", "issue:43295|issue:45356", - "issue:43643|issue:44561", - "issue:44464|issue:44743", "issue:44936|issue:45823", "issue:43653|issue:44568", - "issue:38175|issue:43295" + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43643|issue:44561", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:41720|issue:43906" ], - "prepared_review_unit_hash": "d9e9f681de5af9f56d610906072b6176b1422c544750a068fb370df35c27e2a7", + "prepared_review_unit_hash": "fc02e1b0dc39bf51e9720416aa552e40030e2c8d196cf1e35a6827557f7287e4", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36144, - "estimated_input_tokens": 9036, - "estimated_eval_tokens": 18328 + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated regression reports around tokenizers, configs, loading, and generation. The best representative issue is the broad AutoTokenizer token-ID regression, but none of the soft pairs look like the same concrete bug/change.", - "confidence": 0.44, - "canonical_issue_reason": "issue:45920 is the broadest and most central report: it describes a cross-model AutoTokenizer regression affecting multiple model families, which best matches the cluster\u2019s dominant tokenizer/config regression theme.", + "summary": "This cluster is mostly heterogeneous: the soft pairs cover many unrelated Transformers bugs, regressions, and model-specific loading failures. The only plausible duplicate-like pair is the v5 tied-weights/save_pretrained serialization regression.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44466 is the clearest concrete root-cause report: it describes device-dependent incorrect serialization of tied `lm_head.weight` in v5, which is the most actionable and likely umbrella bug among the close matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest cluster representative because it is open, broad in scope, and explicitly aggregates failures across several model families rather than a single narrow edge case.", + "best_issue_reason": "issue:44466 is the strongest representative issue because it is specific, regression-oriented, and directly tied to a likely fixable code path; its scope also plausibly subsumes the broader tied-weights complaint in issue:45005.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Both concern Qwen-related regressions, but one is about incorrect save_pretrained visual encoder keys while the other is about wrong token IDs from AutoTokenizer; different failure modes and code paths." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config-field handling, but one is trust_remote_code returning missing fields and the other is strict dropping a specific Qwen vision field; not the same bug." - }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different models and symptoms: a janus test failure versus loading Phi-4 multimodal; no clear shared underlying code-path bug." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both are model loading issues, but one is gguf_file handling for AutoTokenizer/AutoModel and the other is a specific model load failure; too broad and not the same concrete defect." + "reason": "Both are multimodal loading failures, but they involve different models and symptoms, so they do not look like the same bug." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Unrelated subsystems: PIL image processor torchvision dependency versus Mistral regex patch crash." + "reason": "One is an image-processor dependency regression; the other is a Mistral tokenizer regex crash. Different code paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different failure classes: key error during model loading versus missing Float8 storage object." + "reason": "Different loading failures with unrelated error modes: a key error vs. a float8 storage lookup TypeError." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding-window logic and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a version pin bump for PEFT; the other is a stale auto_mappings reference causing CI breakage." + "reason": "One is a PEFT version pin problem; the other is stale auto_mappings entries breaking CI. Not the same bug." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions in different areas: RTDetrV2 output changes versus Qwen3.5 save_pretrained serialization." + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption. Different concrete issues." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are different training/loading problems." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen/VL-related, but one is chat template batching with padding=False and the other is wrong vision_position_ids for video input; different bugs." + "reason": "Both concern Qwen2.5-VL, but one is chat-template batching and the other is video vision-position IDs. Different bugs." }, { "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 loading and Perceiver resolution handling are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A save_pretrained shard-size question is not the same as AutoProcessor failing to forward kwargs to cached_file." + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are not duplicates." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 model loading error versus trainer.evaluate failure after train; different layers of the stack and different symptoms." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate after train are different failure modes." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error and LayoutLMv3 box-info error-message clarity are unrelated." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are distinct model-loading regressions." + "reason": "DeepSpeed weight-dimension runtime error vs. LayoutLMv3 error-message clarity; same area of stack traces, but not the same underlying bug." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both touch config handling, but one is Qwen3.5 num_labels propagation and the other is granite_speech strict config loading; not the same bug." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are distinct config bugs." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template crashes, but the triggering conditions differ materially: batched input with padding=False versus assistant tool-call messages with no content." + "reason": "Both involve apply_chat_template, but the failing inputs and failure mode differ enough that they do not look like one bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP-2 dtype propagation are unrelated." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "AutoTokenizer gguf_file loading and mistral-regex offline-mode behavior are unrelated." + "reason": "Both involve loading/tokenizer paths, but one is gguf_file support and the other is offline Mistral regex patching." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight while the other is a broader translation-model issue; insufficient evidence they share one concrete bug." + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, with device-dependent serialization behavior affecting translation models as a manifestation." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are separate behaviors." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are regressions around processors/tokenizers, but one is processor.tokenizer access and image passing in custom code, while the other is Kimi-K2.5 codec handling and regex warnings." + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec handling; not the same fix." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate after train and Gemma4 PLE device mismatch are different runtime problems." + }, + { + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available breaking remote code; different root causes." + "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta BOS/EOS behavior are different concrete bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both mention generation/cache behavior, but one is compiled-forward chunked generation inconsistency and the other is recurrent states resetting in modular_qwen3_5; not the same bug." + "reason": "Compiled-forward chunked generation inconsistency and recurrent-state reset with cache are distinct generation/caching bugs." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Trainer lifecycle failure and Gemma4 PLE device-map mismatch are unrelated." + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are unrelated." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both concern tokenizer special tokens, but one is BigBird mask-token registration and the other is mdeberta BOS/EOS addition; different tokenizers and defects." + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an is_torch_fx_available removal regression." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated." + "reason": "Different tokenizer failures on different models; no shared concrete bug." }, { - "left": "issue:45375", - "right": "issue:45920", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a missing vision-config field dropped by strict and the other is wrong token IDs from AutoTokenizer across many models; different layers and symptoms." + "reason": "MLuke tokenizer task error and AutoTokenizer failing for FastSpeech2Conformer are separate loading/tokenizer problems." }, { - "left": "issue:45381", - "right": "issue:44792", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and janus test failure are not the same issue." + "reason": "Qwen3 auto device mapping cuda assert and an isolated reproduction of another issue are not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The summary does not overclaim duplication beyond the closely related tied-weights/save_pretrained pair, and the other soft-edge rejections are supported by the issue titles and described failure modes. The accepted 44466/45005 pair is a plausible match rather than an overstated certainty." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6270,7 +6267,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28282", "issue:30064", @@ -6283,7 +6280,6 @@ "issue:41720", "issue:43122", "issue:43278", - "issue:43329", "issue:43452", "issue:43493", "issue:43504", @@ -6302,11 +6298,11 @@ "issue:43906", "issue:43927", "issue:44361", - "issue:44442", "issue:44451", "issue:44464", "issue:44479", "issue:44554", + "issue:44568", "issue:44610", "issue:44625", "issue:44821", @@ -6314,254 +6310,281 @@ "issue:44849", "issue:44977", "issue:44991", - "issue:45325", "issue:45357", "issue:45440", "issue:45588", "issue:45701", - "issue:45704" + "issue:45704", + "issue:45812" ], "soft_pairs": [ "issue:43688|issue:45440", - "issue:43653|issue:44361", - "issue:44361|issue:44442", - "issue:41720|issue:43906", - "issue:43688|issue:45704", "issue:30064|issue:33666", - "issue:28282|issue:32090", + "issue:43688|issue:45704", "issue:43577|issue:43697", + "issue:28282|issue:32090", "issue:28282|issue:33357", - "issue:28282|issue:35141", - "issue:43688|issue:45701", "issue:43646|issue:43749", "issue:44843|issue:44991", + "issue:28282|issue:35141", + "issue:43688|issue:45701", "issue:43653|issue:43927", "issue:43531|issue:43742", "issue:43550|issue:43927", "issue:44464|issue:44977", - "issue:43329|issue:45325", - "issue:43577|issue:45588", - "issue:43577|issue:44554", "issue:44479|issue:44625", + "issue:43577|issue:44554", "issue:43550|issue:44361", + "issue:43577|issue:45588", "issue:43122|issue:43906", - "issue:32090|issue:34567", - "issue:41720|issue:44464", "issue:43504|issue:43550", "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:41720|issue:44464", "issue:43504|issue:44610", "issue:32090|issue:33666", - "issue:44849|issue:45357", "issue:43452|issue:44451", - "issue:43278|issue:43688", + "issue:44849|issue:45357", "issue:43742|issue:44821", - "issue:33666|issue:36010", + "issue:43278|issue:43688", "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:44568|issue:45812", "issue:43606|issue:43927", "issue:43720|issue:43927" ], - "prepared_review_unit_hash": "db154134b66dd838e029b544a663f40c12cc90116d2c9a79079e04331324a05e", + "prepared_review_unit_hash": "47aeb53ed2c6ba06f66e593266cb9674e0541eb311ec30778d870df6043397e3", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38809, - "estimated_input_tokens": 9703, - "estimated_eval_tokens": 19662 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it mixes unrelated tokenizer, vision, training, generation, loading, and dtype regressions. The soft-similarity links are mostly superficial, so none of the candidate pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is mostly heterogeneous, but a smaller theme around tokenizer regressions/loading behavior in v5 stands out. I did not find any soft pair that is clearly the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest open tokenization-regression umbrella and is the best place to attach version-induced tokenizer behavior duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest regression-style report and the closest thing to an anchor, but the set is too mixed to treat it as a real duplicate hub.", + "best_issue_reason": "issue:45701 is the most reusable triage target for tokenizer-change reports across versions, even though the cluster overall is mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different model families and different bugs: auxiliary-loss normalization vs DeepSeekV3 implementation divergence." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "Both involve tokenizers, but they are different tokenizer classes with different failure modes and fixes." + "reason": "Different models and failures: auxiliary-loss normalization vs implementation divergence in DeepSeekV3MoE." }, { - "left": "issue:44361", - "right": "issue:44442", - "accept": false, - "reason": "Both are tokenizer-loading issues, but the affected tokenizer and error path are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "No evidence they describe the same CUDA/device-mapping bug; 43906 is just an isolated repro reference." + "reason": "Image segmentation map processing is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated subsystems: expert-loss normalization vs T5 RMSNorm memory leak." + "reason": "Aux-loss normalization bug is unrelated to T5/apex RMSNorm memory leak." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Image segmentation map processing and multi-GPU training are different problems." + "reason": "BLIP2 dtype handling and RTDetrV2 output differences are distinct bugs." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Import-time PyTorch detection error vs trainer broadcast NoneType error; not the same bug." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Different model families and different issues: dtype propagation vs incorrect outputs in RTDetrV2." + "reason": "ImportError for missing PyTorch and Trainer broadcast TypeError are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing import vs MacOS bus error on CLIP are unrelated." + "reason": "Missing PyTorch ImportError and MacOS CLIP bus error are unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "ImportError and embedding reinitialization are distinct code paths and bugs." + "reason": "Custom model initialization breakage and FSDP CPU RAM loading are different code paths." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Aux-loss normalization is unrelated to a tokenization-version regression." + "reason": "Offline Mistral regex patch issue and tokenizer loading failure for est-roberta are not the same bug." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are different failures." + "reason": "Environment ImportError and embedding-resize reinit bug are unrelated." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both are tokenizer-related, but one is an offline hub lookup bug and the other is a specific tokenizer load failure." + "reason": "Auxiliary-loss normalization does not match a tokenizer regression." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration bug vs saved custom token IDs being lost; different artifacts and causes." + "reason": "BigBird mask-token decode issue and DiaConfig custom-ID loss are different tokenizer/config bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a key error loading MobileLLM-125M." + "reason": "Qwen3-MoE sliding_window bug and MobileLLM load key error are unrelated." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure and config save/load token-ID loss are unrelated." + "reason": "torch.compile/SDPA failure and DiaConfig save-load generation error are unrelated." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation and flash-attention generation failures are different code paths." + "reason": "Compiled-forward chunked generation inconsistency is different from Qwen3.5 flash-attention generation failure." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Video-token counting bug and still-image rope-index scaling bug are distinct multimodal issues." + "reason": "Video-input regression and num_labels propagation are unrelated Qwen3.5 issues." }, { "left": "issue:43577", - "right": "issue:45588", + "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype propagation and flash_attention s_aux=None crash are unrelated." + "reason": "BLIP2 dtype loading and MPS attention correctness are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:43577", - "right": "issue:44554", + "right": "issue:45588", "accept": false, - "reason": "Dtype loading for BLIP2 does not match an MPS attention correctness issue." + "reason": "BLIP2 dtype handling is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Video-input regression in Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + "reason": "Both concern tokenization, but one is a version-to-version difference and the other is a reproduction of a separate referenced issue; not enough to call the same bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field BEiT loading and Bamba torch.compile SDPA are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field BEiT loading and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and compiled-forward chunked generation are different failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Different bugs: hidden-states output mismatch vs save_pretrained writing wrong visual keys." + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "General gguf tokenizer/model loading breakage and a specific model tokenizer load failure are not the same underlying defect." + "reason": "gguf_file/from_pretrained breakage and ScandiBERT load failure are too vague to be the same concrete bug." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Embedding dtype mismatch during eval is unrelated to auxiliary-loss normalization." + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different code paths." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Loading a text model with a key error is unrelated to loading an image processor from a URL." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading issues." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Multi-GPU training and a GenerationMixin import error are unrelated." + "reason": "Embedding dtype mismatch in evaluate and auxiliary-loss normalization are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are different issues." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not the same concrete bug." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch has nothing to do with DiaConfig token-ID persistence." + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig save/load token-ID loss." + "reason": "BitNet packed-weight loading and DiaConfig save/load token-ID loss are unrelated." } ] }, @@ -6583,7 +6606,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28218", "issue:33357", @@ -6609,13 +6632,15 @@ "issue:43824", "issue:43844", "issue:43927", + "issue:43994", + "issue:44112", "issue:44291", "issue:44361", "issue:44423", "issue:44464", "issue:44466", "issue:44488", - "issue:44568", + "issue:44493", "issue:44589", "issue:44625", "issue:44734", @@ -6630,256 +6655,262 @@ "issue:45520", "issue:45584", "issue:45759", - "issue:45812", "issue:45823" ], "soft_pairs": [ - "issue:43262|issue:43295", - "issue:44568|issue:45812", - "issue:43756|issue:44913", "issue:43525|issue:43572", - "issue:28218|issue:33357", + "issue:43756|issue:44913", + "issue:43262|issue:43295", "issue:43720|issue:44361", + "issue:28218|issue:33357", "issue:33666|issue:36331", "issue:39692|issue:43493", - "issue:43493|issue:43844", "issue:43540|issue:44977", - "issue:43278|issue:43844", + "issue:43493|issue:43844", "issue:44964|issue:45405", - "issue:44625|issue:45584", + "issue:43278|issue:43844", "issue:43334|issue:43572", + "issue:44625|issue:45584", "issue:43257|issue:43299", "issue:43756|issue:45083", - "issue:45200|issue:45229", - "issue:44488|issue:44843", "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43824|issue:44589", "issue:43646|issue:44466", "issue:39692|issue:43295", "issue:45229|issue:45823", - "issue:43824|issue:44589", - "issue:33357|issue:33666", - "issue:44589|issue:45520", "issue:43504|issue:43606", + "issue:44589|issue:45520", "issue:43572|issue:44291", + "issue:33357|issue:33666", "issue:44423|issue:44734", "issue:43927|issue:44361", "issue:43504|issue:43653", - "issue:44464|issue:45584" + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493" ], - "prepared_review_unit_hash": "d4f3abd4771b6d1eef72afec65cb8f4792ae5aa9977fd0c44655e99c95a3678f", + "prepared_review_unit_hash": "429c7702711d6fa69a801de64a83ddf3caf14b176b2badba66a605455806c428", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only broad subsystem or model-family similarity, not the same underlying bug. I would not merge any of the soft-edge pairs.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out for this mixed set; if one must be chosen, issue 45812 is the clearest broad-impact regression with a concrete tokenizer failure.", + "summary": "This set is a grab-bag of mostly unrelated transformers issues. All soft pairs look like false duplicates: they touch different models, APIs, failure modes, or code paths, even when they share broad themes like configs, tokenizers, loading, or multimodal support.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue exists because the items are not duplicates of one another. If a representative issue is needed, #43295 is the clearest standalone regression report, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone candidate because it describes a silent, model-wide regression affecting Granite tokenization and is clearly reproducible.", + "best_issue_reason": "#43295 is the strongest standalone issue to represent a bug report: it is a concrete regression with a specific failure mode and actionable reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Both involve processor/tokenizer behavior, but one is an audio sampling-rate default and the other is a multimodal regression around processor.tokenizer/images; different code paths." - }, - { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and fail differently: BOS/EOS handling for mdeberta-v3 vs wrong token IDs for Granite." + "reason": "Both mention missing pad token fields, but they affect different config classes (Llama4 vs StableLm) and different loading paths." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both mention RoPE-related config behavior, but one is about Smollm3 layer dropping and the other is a GPTNeoX config value not persisting on reload." + "reason": "Both involve rotary/rope config behavior, but one is a Smollm3 architecture mismatch and the other is a GPTNeoX reload/default persistence bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "Both are missing token-id fields in configs, but they concern different model families and different attributes (pad_token_id vs pad_token_idx)." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different APIs and different failure modes." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS bus error in a CLIP model; no shared underlying defect." + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are unrelated subsystems with unrelated symptoms." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug vs tokenizer AttributeError on tasks; unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error when loading a CLIP model." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training request for Qwen2-VL vs a CustomTrainer signature break; different problems." + "reason": "Multi-GPU Qwen2-VL training and a custom compute_loss signature break are different training issues, not the same bug." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both touch SigLIP2, but one is a documentation/example mismatch and the other is an implementation discrepancy with JAX; not the same bug." - }, - { - "left": "issue:43493", - "right": "issue:43844", - "accept": false, - "reason": "SigLIP2 implementation mismatch vs a gradient blow-up with ZeRO-3; unrelated." + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure while the other is implementation parity with JAX." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3 OmniMoe video-input validation vs Qwen3.5 flash-attention generation failure; different code paths." + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation are separate code paths and failures." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval vs abnormal gradients under DeepSpeed; no direct match." + "reason": "SigLIP2 parity issues and ZeRO-3 gradient growth are unrelated bugs." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure vs an unreleased PEFT version bump; unrelated." + "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a PEFT version pin being ahead of PyPI." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Whisper empty-transcription generation failure; different models and failures." + "reason": "Embedding dtype drift in evaluate and abnormal gradients under ZeRO-3 are distinct symptoms with different likely causes." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing pad-token metadata in configs, but they affect different model classes and arise in different loading paths." + "reason": "Both mention missing padding-related config fields, but they are different models and different missing attributes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failures are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MOE loading, but one is accelerate/deepspeed weight conversion and the other is a dev-version multimodal config break; not the same issue." + "reason": "Both are Qwen3 MOE loading reports, but one is accelerate+deepspeed weight conversion and the other is a dev-version model init break; not the same concrete bug." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Both are Qwen3 OmniMoe-related, but one is RoPE-layer selection and the other is a feature-length helper behaving unexpectedly." + "reason": "Smollm3 RoPE layer count mismatch is unrelated to a helper function behavior bug in qwen3_omni_moe." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Text-only token-type-id defaulting vs multi-GPU inference OOM; unrelated." + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; different fixes." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model-loading failure for a specific checkpoint vs offline-mode break in AutoTokenizer patching; different causes." + "reason": "Loading a specific model and offline-mode tokenizer patch behavior are unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU inference OOM are different bugs with different causes." + }, + { + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both relate to composite Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config." + "reason": "Missing Qwen2.5 VL import and Float8 storage lookup failure are unrelated compatibility errors." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is tied-weight serialization; unrelated code paths." + "reason": "Custom model initialization in v5 and lm_head serialization depending on device are separate model-core regressions." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example issues vs a processor/tokenizer regression; not the same underlying bug." + "reason": "A SigLIP2 docs/example issue is not the same as a regression in processor.tokenizer/image handling." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4 and distributed/device behavior, but one is CUDA OOM during multi-GPU inference and the other is a PLE device mismatch on forward." + "reason": "Both are Gemma4-related, but one is inference OOM while the other is a PLE device mismatch during forward." }, { - "left": "issue:43824", - "right": "issue:44589", - "accept": false, - "reason": "Import error for a Qwen2.5-VL class vs a missing Float8 storage type during load; unrelated." - }, - { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "MacOS bus error in CLIP vs Qwen2-VL multi-GPU training; no shared bug." + "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different import/load failures: missing Float8 storage type vs flash_attn KeyError on Python 3.13." + "reason": "Float8 storage type resolution and flash_attn import metadata on Python 3.13 are unrelated compatibility issues." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Legacy-field model loading bug vs CPU offload device mismatch; unrelated." + "reason": "Missing StableLm pad_token_idx and init_empty_weights receiving an unexpected _is_hf_initialized argument are different constructor/config regressions." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs init_empty_weights rejecting _is_hf_initialized; different compatibility issues." + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are completely different failures." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serving crashes, but one is multimodal continuous-batching and the other is KV-cache continuation indexing; not the same root cause." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve-related, but they are different concrete failures." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-ID loss vs MLukeTokenizer AttributeError; unrelated." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated model/tokenizer bugs." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit legacy-field loading issue vs BigBird tokenizer special-token registration; different components and failures." + "reason": "BEiT semantic-segmentation preset loading and BigBirdTokenizer mask-token registration are different components and symptoms." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Whisper empty-transcription handling; unrelated." + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are distinct generation bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug and a stale CI test for GraniteSpeech are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and unexpected position-id keys across many models are unrelated." } ] }, @@ -6901,7 +6932,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:15354", "issue:28218", @@ -6910,24 +6941,24 @@ "issue:34567", "issue:37428", "issue:38175", + "issue:42490", "issue:43232", "issue:43278", "issue:43295", "issue:43493", "issue:43540", + "issue:43572", "issue:43575", "issue:43582", - "issue:43606", + "issue:43696", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", "issue:43957", - "issue:43994", - "issue:44112", "issue:44315", "issue:44464", "issue:44466", - "issue:44493", "issue:44521", "issue:44554", "issue:44610", @@ -6936,6 +6967,7 @@ "issue:44898", "issue:44964", "issue:44977", + "issue:44987", "issue:45072", "issue:45084", "issue:45127", @@ -6952,224 +6984,238 @@ "issue:45823" ], "soft_pairs": [ - "issue:43994|issue:44493", - "issue:43606|issue:44112", "issue:43575|issue:45405", "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:29942|issue:30333", "issue:44521|issue:45290", + "issue:29942|issue:30333", + "issue:42490|issue:43696", "issue:43844|issue:44964", "issue:28218|issue:34567", - "issue:43582|issue:44977", "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:43232|issue:44849", - "issue:15354|issue:38175", + "issue:43582|issue:44977", "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", "issue:45072|issue:45198", - "issue:45200|issue:45823", "issue:37428|issue:43957", + "issue:45200|issue:45823", "issue:44315|issue:44849", - "issue:43493|issue:43701", "issue:44554|issue:45356", + "issue:43493|issue:43701", "issue:43295|issue:44610", "issue:43873|issue:44464", - "issue:44466|issue:45127", "issue:44898|issue:45412", + "issue:44466|issue:45127", "issue:44792|issue:45563", - "issue:45200|issue:45325" + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:37428|issue:43824", + "issue:43572|issue:43957" ], - "prepared_review_unit_hash": "5b0a397b57349e1108c6ee4006be66b6636fc4fe9159e4b6db54ebf75ca5485b", + "prepared_review_unit_hash": "da1ad87c879a85feb47c6ef96a2dec2b60638c463f37f1386f1e0aba7c0c9639", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35280, - "estimated_input_tokens": 8820, - "estimated_eval_tokens": 17896 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36424, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous, and the soft-similarity pairs do not look like true duplicates. They share broad themes or model families, but not the same concrete bug or fix path.", - "confidence": 0.83, - "canonical_issue_reason": "No single canonical issue stands out for the whole set; the cluster is too mixed to represent one underlying bug.", + "summary": "No soft-edge pair looks like the same underlying bug/change. The items span unrelated subsystems and different failure modes, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the set, issue 44521 is the most broadly impactful open regression with active discussion, but it is not a duplicate target for the other items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Both mention position-id/output regressions, but one is a SigLIP2 inference quality bug and the other is a generic unexpected-key issue; different failures." - }, - { - "left": "issue:43606", - "right": "issue:44112", - "accept": false, - "reason": "Both are CI/device-mismatch failures, but they affect different models and code paths." - }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to a PEFT version pin regression." + "reason": "Qwen2-57B tensor-parallel OOM and a PEFT minimum-version bump are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "A dtype shift in eval is not the same bug as a resume-from-checkpoint key mismatch." + "reason": "BF16-to-FP32 dtype drift in evaluate is a different bug from checkpoint key mismatches on resume." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and MIN_PEFT_VERSION bump are unrelated." + "reason": "A Janus model test failure is unrelated to the PEFT version-release issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is wrong multimodal assistant masks and the other is a crash on empty tool-call assistant messages." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures do not match the MLflow reporting issue." + "reason": "Flash Attention 2 test failures and MLFlow not reporting failed jobs are different subsystems and symptoms." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Both involve chat templating, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages." + "reason": "A local-path import warning is unrelated to a GPT-oss CUDA out-of-memory error." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient behavior and latest-transformers model loading are different bugs." + "reason": "ZeRO-3 gradient blow-up is a training stability bug, not the same as a Phi-4 model-loading failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count updates." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bug are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is not the same as a PyTorch version-check import bug." + "reason": "An MPS attention correctness issue does not match a PyTorch version check bug in flex_attention imports." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation failure for non-template nodes and a Python 3.13 flash_attn import KeyError are separate issues." + "reason": "Non-template node compilation and a flash_attn import KeyError are separate code paths." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Generation state update after sync_gpus is unrelated to the hidden-states output bug." + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated bugs." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Video processing failure in Qwen3OmniMoe is not the same as Gemma 4 token-type defaults." + "reason": "sync_gpus generation-kwargs updating and a Qwen3.5 hidden-states bug affect different generation paths." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "A dtype mismatch in CI and a Wav2Vec2 save/tokenization failure are different concrete bugs." + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Same model family, but one is missing mm_token_type_ids defaults and the other is a PLE device mismatch; not one fix." + "reason": "The flash-attention helper import error and meta-device loading breakage are different regressions." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "flash_supports_window_size import failure and meta-device model loading regressions are unrelated." + "reason": "Gemma4 mm_token_type_ids defaults and a device_map='auto' device mismatch are separate issues." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to the Qwen3.5 hidden-states bug." + "reason": "Liger Kernel not applied under model_init is unrelated to the Qwen3.5 output_hidden_states bug." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "SigLIP2 JAX discrepancy and checkpoint key mismatch do not share a code path." + "reason": "MPS flex-attention correctness and Kimi tokenizer codec handling are different problems." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "MPS attention dim mismatch and tokenizer codec/warning regression are different subsystems." + "reason": "SigLIP2 HF-vs-JAX discrepancy does not share a code path with resume checkpoint key mismatches." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are separate bugs." + "reason": "Processor/tokenizer regression with multimodal images is unrelated to OmDet-Turbo's 640px vs 224px size mismatch." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading behavior and compiled-forward chunked generation are not the same issue." + "reason": "Quantization offloading failure and compiled-forward chunked-generation inconsistency are distinct bugs." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both touch weights/serialization, but one is inconsistent lm_head serialization and the other is LoRA merge collapse with extended vocab." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are different tied-weight issues." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and a stale paged-generate warning are different problems." + "reason": "A janus image-generation test failure is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast on transformers>=5.1.0." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 token-type defaults and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "A flash_supports_window_size import error is unrelated to the Qwen2_5_VL class import error." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are different issues." } ] }, @@ -7191,12 +7237,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28218", "issue:35141", "issue:37428", "issue:38175", + "issue:42490", "issue:42915", "issue:43262", "issue:43278", @@ -7204,12 +7251,12 @@ "issue:43334", "issue:43335", "issue:43388", + "issue:43425", "issue:43450", "issue:43493", "issue:43525", "issue:43526", "issue:43550", - "issue:43572", "issue:43575", "issue:43606", "issue:43653", @@ -7221,266 +7268,259 @@ "issue:43856", "issue:43873", "issue:43901", - "issue:43957", "issue:43975", "issue:44112", "issue:44206", - "issue:44360", "issue:44442", + "issue:44448", "issue:44514", "issue:44521", - "issue:44561", "issue:44610", + "issue:44743", "issue:44857", "issue:44936", - "issue:44987", "issue:45083", "issue:45127", "issue:45198", "issue:45245", + "issue:45290", + "issue:45381", "issue:45412", "issue:45584" ], "soft_pairs": [ - "issue:43572|issue:44987", - "issue:37428|issue:43824", "issue:43844|issue:44936", - "issue:43572|issue:43957", "issue:43295|issue:43450", "issue:43334|issue:43525", "issue:43824|issue:43975", - "issue:43295|issue:43873", "issue:43388|issue:43526", + "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:42915|issue:43824", - "issue:38175|issue:43493", - "issue:28218|issue:35141", "issue:44514|issue:44521", + "issue:38175|issue:43493", "issue:44442|issue:45198", + "issue:28218|issue:35141", "issue:43278|issue:43856", "issue:43653|issue:44112", + "issue:42490|issue:43493", "issue:43827|issue:43901", - "issue:43450|issue:43575", - "issue:43450|issue:43493", "issue:44206|issue:45584", + "issue:43450|issue:43575", "issue:45127|issue:45245", "issue:43819|issue:45083", - "issue:43262|issue:43450", "issue:43819|issue:44112", + "issue:43262|issue:43450", "issue:44610|issue:44857", "issue:43278|issue:43825", + "issue:45290|issue:45381", "issue:43606|issue:45083", - "issue:44360|issue:44561", - "issue:43335|issue:43550" + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "a7e47e411776c1f8a67130787f0f5338df0a3c08412da6b34a8966f5b51eb669", + "prepared_review_unit_hash": "34ec6b70d3e06b07456fbfb13b3fa5779fccb760ae634de10a60afe8e7c0cc10", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36271, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: the soft-similarity pairs mostly share only broad themes (tokenizers, configs, processors, loading, training) but not the same concrete bug or fix path. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The set is not a true duplicate cluster; it mixes unrelated tokenizer, processor, model, training, and import/regression bugs. None of the soft pairs look like the same underlying issue, so all should be rejected.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44521 is the best representative of the largest recurring theme in this set (chat_template / multimodal processor bugs) and has active discussion and references, even though the overall cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue here: it is active, has multiple inbound references, and describes a concrete, reproducible multimodal apply_chat_template bug.", + "best_issue_reason": "issue:44521 is the most suitable overall issue to anchor this cluster because it is active, well-discussed, and closest to the repeated processor/chat-template failures appearing across nearby items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "Both involve model loading regressions, but one is a specific missing config field and the other is a broad load failure on a different model; not the same underlying bug." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "These are unrelated ImportErrors for different missing symbols in different code paths." - }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "One is a gradient explosion under ZeRO-3, the other is an evaluate-after-train failure; different symptoms and fixes." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Both are loading issues, but they point to different failure modes and code paths: missing pad_token_idx vs meta-device loading breakage." + "reason": "Different bugs: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Custom model processor/tokenizer regression and batched video-shape bug are different processor problems." + "reason": "Different processor regressions: processor.tokenizer/image handling vs batched video output shape." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they are model-specific config bugs for different config classes and likely separate fixes." + "reason": "Same symptom class (missing pad_token_id) but different configs/models and likely different fixes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import/export failure is not the same as a detokenization regression." + "reason": "Unrelated failures: import error for Qwen2_5_VLForConditionalGeneration vs DeepSeek detokenization regression." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Processor API regression and offloading-with-quantization behavior are unrelated." + "reason": "Both involve labels, but one is gather_for_metrics batching logic and the other is BeitImageProcessorFast reduce_labels." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Both concern labels, but one is metrics gathering in Trainer and the other is BeitImageProcessorFast label reduction." + "reason": "Different code paths: custom processor/tokenizer regression vs quantization/offloading behavior." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability issues and RT-DETR memory release problems are unrelated." + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs RT-DETR memory not being released." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure is unrelated to a Qwen2.5-VL import error." + "reason": "Different issues entirely: FineGrainedFP8Config failure in Qwen3Moe vs a Qwen2.5-VL import error." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is an implementation discrepancy versus JAX; not clearly the same bug." + "reason": "Same subsystem, but not the same bug: one crashes on batched padding=False input, the other returns zero assistant masks." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are different tokenizer/model initialization bugs." + "reason": "Both touch SigLIP2, but one is zero probabilities and the other is HF-vs-JAX implementation discrepancy." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Both involve apply_chat_template on multimodal inputs, but one is a batched-padding crash and the other is incorrect assistant masks; similar area, not the same concrete bug." + "reason": "Different tokenizer/model issues: AutoTokenizer loading failure vs save_pretrained/tokenization failure on Wav2Vec2." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Different tokenizer/model failures on different architectures; no shared code-path evidence." + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "dtype drift in evaluation and MoE training memory inefficiency are unrelated." + "reason": "Different problems: dtype drift in evaluate() vs memory inefficiency in Qwen3 MoE training." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI device-override test are unrelated." + "reason": "Unrelated CI failures: BigBirdTokenizer special-token registration vs GraniteSpeech stale device override test." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Both are docs around pipelines, but they address different API/documentation mismatches." + "reason": "Different bugs: local-path import warning vs SigLIP2 implementation discrepancy." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "A video processor shape bug and a large-model OOM loading issue are unrelated." + "reason": "Both are docs/pipeline-related, but they refer to different deprecations and behavior mismatches." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Video batching shape and SigLIP2 implementation discrepancy are different problems." + "reason": "Different failures: unsupported center arg in feature extraction vs empty transcription after align_special_tokens." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Feature-extractor arg validation and Whisper empty-transcription handling are distinct code paths." + "reason": "Different areas: batched video processor shape vs tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab collapse and category-limit runtime error are unrelated." + "reason": "No shared underlying bug: LoRA merge with extended vocab vs category-count limit runtime error." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Different DAC latent mismatch vs Qwen3 Omni helper-function behavior." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and batched video output shape are different processor bugs." + "reason": "Completely unrelated: DAC latent mismatch vs GraniteSpeech CI device override failure." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "DAC forward mismatch and a stale CI device override test are unrelated." + "reason": "Different processor types and failures: audio chat-template sampling-rate default vs batched video shape bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Wrong processor output size and AMP/CUDA loss crash are unrelated." + "reason": "Different code paths: OmDet-Turbo image sizing vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message wording are unrelated." + "reason": "Different bugs: embedding dtype change in evaluate() vs pipeline v5 error-message wording." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: tool-call assistant message crash vs wrong vision_position_ids for video input." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and a qwen3_omni_moe helper-function issue are unrelated." + "reason": "Different failures: CPU-offload device mismatch vs Qwen3 Omni helper function semantics." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "A model-architecture discussion and a trust_remote_code breakage from removed helper API are not the same bug." + "reason": "Different issues: missing internal import vs Torch 2.10 compatibility." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer creation and torch.compile/SDPA failure are different model/config regressions." + "reason": "Different subsystems: SwitchTransformers sparse-layer construction vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." } ] }, @@ -7502,7 +7542,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:29127", "issue:29942", @@ -7513,8 +7553,8 @@ "issue:38175", "issue:39692", "issue:40444", + "issue:42490", "issue:43335", - "issue:43425", "issue:43504", "issue:43526", "issue:43550", @@ -7524,17 +7564,18 @@ "issue:43720", "issue:43723", "issue:43819", + "issue:43854", "issue:43931", "issue:44112", "issue:44206", "issue:44292", "issue:44351", + "issue:44360", "issue:44448", "issue:44462", "issue:44493", "issue:44554", "issue:44561", - "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -7543,297 +7584,296 @@ "issue:45083", "issue:45200", "issue:45229", - "issue:45290", "issue:45310", - "issue:45381", "issue:45478", "issue:45520", + "issue:45563", "issue:45588", "issue:45593", "issue:45823", "issue:45859" ], "soft_pairs": [ - "issue:45290|issue:45381", - "issue:37428|issue:43425", - "issue:44448|issue:44743", "issue:44857|issue:45593", + "issue:44360|issue:44561", "issue:45200|issue:45588", "issue:29942|issue:32090", - "issue:43611|issue:43931", "issue:37428|issue:44351", - "issue:39692|issue:43526", "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:43819|issue:44493", "issue:43550|issue:44112", "issue:43335|issue:43504", - "issue:29127|issue:32090", "issue:44855|issue:45083", "issue:45310|issue:45478", "issue:43335|issue:45083", + "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:39692|issue:44493", - "issue:44462|issue:44561", - "issue:44561|issue:44779", "issue:44292|issue:45520", "issue:38175|issue:44493", "issue:43335|issue:45072", "issue:44448|issue:44779", + "issue:44462|issue:44561", + "issue:44561|issue:44779", "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:44977|issue:45229", + "issue:42490|issue:43854", "issue:40444|issue:43526", - "issue:34689|issue:35141", "issue:43723|issue:44554", "issue:44448|issue:44977", + "issue:34689|issue:35141", "issue:43606|issue:44857", - "issue:44857|issue:45072" + "issue:44857|issue:45072", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "e34c6b721a9979253b9557110240d67301454c973c1d4ac721f89d28b3581c3c", + "prepared_review_unit_hash": "b2fcc468b7e72093a408f5bf3d00a3c2b30cca4c7dbdcc736f4df3166184c600", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38238, - "estimated_input_tokens": 9560, - "estimated_eval_tokens": 19376 + "serialized_chars": 38195, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 }, "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 false duplicates across different models/subsystems. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression pair (issues 45310 and 45478).", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45310 is the earliest and most complete report of the only true duplicate theme in this set, and 45478 repeats the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0.", + "summary": "Mostly a set of loosely related Transformers issues, with many surface-level similarities around v5, flash-attn, loading, and model-specific regressions. Only one clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained reports (45310 and 45478).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier, fuller report and matches issue:45478 on the same Qwen3.5 MoE from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best representative issue because it has the clearest description of the shared regression and anchors the one real duplicate pair in the cluster.", + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set, and its title/body are specific enough to anchor triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Different bugs: chat template tool-call handling vs Qwen2.5-VL video vision_position_ids." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Flash-attention import error vs general Torch 2.10 incompatibility; not the same issue." - }, - { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen recurrent-state reset are unrelated model behaviors." + "reason": "Different bugs in different model paths: AMP/CUDA loss crash vs D-FINE auxiliary-loss behavior." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "LwDetr AMP/CUDA crash and D-FINE auxiliary-loss behavior are different code paths." + "reason": "Unrelated code paths: DSA ReLU discussion vs trust_remote_code breakage from FX helper removal." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids problem vs flash_attention sink-less model crash." + "reason": "Gemma4 text-only fine-tuning token ids issue is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct problems." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "base_model_prefix loading regression vs Qwen3-VL weight-shape mismatch." + "reason": "Both are import errors, but they are for different missing symbols and different regressions." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Different missing symbols: _flash_supports_window_size vs HybridCache." + "reason": "Unsupported feature-extractor arg and device_map/offload mismatch are separate failures." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/quantization issues vs BeitImageProcessorFast reduce_labels bug." + "reason": "Docs example/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Feature-extractor center arg regression vs Gemma4 PLE device mismatch." + "reason": "Base-model-prefix loading breakage is a different issue than Qwen3-VL shape mismatches." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents STE mismatch vs unexpected position-id key issues; different failures." + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different regressions." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile/SDPA issue vs GraniteSpeech stale device override CI failure." + "reason": "torch.compile/SDPA failure is unrelated to a stale GraniteSpeech CI test." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers config bug and Beit pretrained legacy-field loading bug are unrelated." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "LayoutLMv3 error-message clarity vs Trainer broadcast TypeError." + "reason": "Sparse-layer creation and BEiT legacy-field loading are different code paths." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "DebertaV2 Python 3.13 IndentationError vs qwen3_omni_moe helper-length behavior." + "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same reported regression: transformers>=5.4.0 breaks Qwen3.5 MoE from_pretrained loading." + "reason": "Same title, same Qwen3.5 MoE from_pretrained regression, and clearly the same underlying loading bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length logic are unrelated." + "reason": "A SwitchTransformers config bug is unrelated to the qwen3_omni_moe helper function issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer broadcast NoneType are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen-related attention/code, but one is sink-less flash_attention aux handling and the other is CPU-offload rotary embedding incompatibility." + "reason": "Both mention Qwen3.5-related paths, but the crashes occur in different functions and failure modes." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 doc example errors vs generic position-id key warnings are not the same bug." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "AutoTokenizer tokenizer.json precedence issue vs removal of is_torch_fx_available breaking trust_remote_code models." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenizer/loading regressions affecting different mechanisms and models." + "reason": "A documentation/example error is not the same bug as a widespread unexpected-key regression." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure vs flash_attn import KeyError on Python 3.13." + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SIGLIP2 zero-probabilities issue vs unexpected key with position id; not the same defect." + "reason": "SigLIP2 zero-probability output is unrelated to unexpected key warnings with position ids." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs dtype mismatch in bfloat16 inference." + "reason": "Different model families and different failure modes; not the same bug." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output regression and Deepseek tokenizer regression are unrelated." + "reason": "Pegasus v4/v5 output drift and Deepseek tokenizer regression are different model-specific problems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to FX-helper removal breaking trust_remote_code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: trust_remote_code import breakage versus tokenizer correctness in Deepseek." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config bug vs D-FINE auxiliary-loss omission are different bugs." + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading issue vs GraniteSpeech device override CI failure." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to a stale device-override CI test." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU OOM are unrelated." + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image fine-tuning failure vs BeitImageProcessorFast label reduction bug." + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are not the same bug." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Llama 3.2 Vision model loading regression vs post_init embedding reinitialization bug; different code paths." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "AutoTokenizer.from_pretrained v5 loading issue vs MPS attention correctness bug." + "reason": "AutoTokenizer v5 loading breakage and MPS attention correctness are distinct issues." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Different models and different regressions; not mergeable as one fix." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and output-embedding reinit on resize are separate bugs." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch vs float16 AMP image-loss crash; different subsystems." + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Image-loss AMP crash and dtype mismatch in SwitchTransformers/TimmWrapperModel are not duplicates." + "reason": "These are different dtype/training-inference issues affecting different models and paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug is not the same as a stale warning about num_return_sequences." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is well grounded in the packet. The only accepted duplicate pair is supported by identical titles and matching regression wording for issues 45310 and 45478, while the other soft-edge rejections stay conservative and model/subsystem-specific." + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, has identical titles and clearly matches the same Qwen3.5 MoE from_pretrained regression. The remaining soft-edge rejections are conservative and appropriately avoid overstating similarity." }, "evaluator_used": true, "retried": false, @@ -7852,7 +7892,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:10000", "issue:15354", @@ -7864,13 +7904,14 @@ "issue:35141", "issue:37428", "issue:41720", + "issue:42490", "issue:43065", - "issue:43066", "issue:43278", "issue:43329", "issue:43381", "issue:43412", "issue:43550", + "issue:43575", "issue:43653", "issue:43701", "issue:43873", @@ -7878,13 +7919,11 @@ "issue:43976", "issue:43994", "issue:44448", - "issue:44462", "issue:44466", "issue:44493", "issue:44568", "issue:44743", "issue:44857", - "issue:44977", "issue:44987", "issue:45083", "issue:45198", @@ -7905,251 +7944,244 @@ ], "soft_pairs": [ "issue:44568|issue:45491", - "issue:28218|issue:32090", - "issue:44977|issue:45563", "issue:43927|issue:45698", + "issue:28218|issue:32090", "issue:43701|issue:45083", - "issue:45198|issue:45803", "issue:43550|issue:45083", - "issue:29942|issue:35141", + "issue:45198|issue:45803", "issue:45372|issue:45588", - "issue:43873|issue:44493", + "issue:37428|issue:44987", + "issue:29942|issue:35141", "issue:45459|issue:45712", + "issue:43873|issue:44493", + "issue:45245|issue:45563", "issue:32090|issue:33357", - "issue:37428|issue:44987", - "issue:43873|issue:45229", "issue:43412|issue:45588", - "issue:45245|issue:45563", - "issue:43278|issue:43329", + "issue:43873|issue:45229", "issue:41720|issue:45229", - "issue:10000|issue:15354", + "issue:43278|issue:43329", "issue:43976|issue:45440", + "issue:10000|issue:15354", "issue:45372|issue:45406", - "issue:28218|issue:29127", "issue:43065|issue:43994", + "issue:42490|issue:43575", + "issue:28218|issue:29127", + "issue:43065|issue:45412", "issue:45372|issue:45459", "issue:44857|issue:45588", - "issue:43065|issue:45412", "issue:44448|issue:44466", - "issue:43278|issue:43381", "issue:43653|issue:44743", "issue:45588|issue:45823", - "issue:43066|issue:44462" + "issue:43278|issue:43381" ], - "prepared_review_unit_hash": "4031cbe16c5e8621a4aa40589ea46299347d103b2d678760a247dd5a43d00042", + "prepared_review_unit_hash": "9e821cf196fe3a722940f2378bd666fa44a935e2d717a32cfe162189146285c9", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37193, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous grab-bag of unrelated Transformers bugs. The soft pairs mostly share superficial subsystem keywords (tokenizers, Gemma, flash attention, save/load) but do not describe the same underlying defect or mergeable fix.", - "confidence": 0.92, - "canonical_issue_reason": "No strong canonical duplicate anchor exists because the cluster is not coherent. If one issue must be chosen as a representative, issue:45372 is the most discussion-rich and currently active, but it is not a true umbrella for the rest.", + "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I would not merge any of the soft-edge candidates.", + "confidence": 0.19, + "canonical_issue_reason": "If a single issue must anchor this set, issue:45698 is the cleanest well-scoped regression report, but overall this cluster does not have a strong canonical duplicate target because the items span unrelated subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45372 is the best single representative only in the sense of being recent, user-facing, and relatively high-signal; however, it should not be treated as a duplicate target for the other issues.", + "best_issue_reason": "issue:45698 is the best representative issue because it is concrete, reproducible, and framed as a specific save/load regression, which makes it a better triage anchor than the more vague or highly specialized reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Both concern tokenizer/model output behavior, but one is about special tokens not being added and the other is a Gemma3 NaN embedding bug from mixed-length batching. Different code paths and fixes." + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 NaN embeddings with mixed-length batching." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer distributed broadcast NoneType errors." + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom-module resolution; different code paths and symptoms." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a stale generate() warning are different bugs with different symptoms and fixes." + "reason": "Tokenizer spacing bug vs Trainer distributed broadcast TypeError; unrelated failures." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs being lost and the other is loading the wrong custom module. Not the same defect." + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature helper behavior." }, { - "left": "issue:43701", + "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to a Qwen3 Omni MoE helper-function bug." + "reason": "torch.compile/SDPA failure is not the same as an output-length helper bug." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure and a bare-except swallowing errors in Fuyu conversion are distinct issues." + "reason": "save_pretrained/tokenization failure is not the same as a bare-except swallowing errors in Fuyu conversion." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs flash_attention crash on s_aux=None; different concrete problems." + }, + { + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "A torch.compile/SDPA failure in Bamba is unrelated to a feature-extraction length helper bug in qwen3_omni_moe." + "reason": "ImportError for a flash-attention helper vs a model loading failure for a specific repo; not the same defect." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resizing token embeddings are different regressions." + "reason": "Failing FA2 tests and tied-weight reinitialization are unrelated regressions." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma4 processor import failure due to ReasoningEffort is a separate problem from flash_attention.py crashing on s_aux=None." + "reason": "One is exception masking in tokenizer error handling; the other is stale dummy PT classes in repo inspection." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization/offloading behavior and unexpected position-id keys are unrelated runtime/configuration bugs." + "reason": "Quantization/offloading behavior vs unexpected position-id keys; different symptom and subsystem." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "A broad tokenizer exception-handling bug and leftover dummy classes leaking into imports are not the same underlying change." + "reason": "Category-cardinality runtime limit is unrelated to a stale generate() warning." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and MacOS bus error with a CLIP model have no shared concrete root cause." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Both mention loading failures, but one is a missing flash-attention utility import and the other is a model-specific transformers>=5.1.0 load failure; too little evidence they are the same bug." + "reason": "GPU broadcast NoneType error vs MacOS bus error with a CLIP model; not the same underlying bug." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Both are Gemma4-related, but one is processor loading import failure and the other is serve crashing because Gemma4Processor lacks _tokenizer. Different failure points." + "reason": "Executorch export/erfinv/training-guard issue is distinct from a flash-attention s_aux=None crash." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Executorch export failures for Gemma3n and flash-attention crashes on sink-less models are unrelated." + "reason": "Offloading-with-quantization and multi-GPU OOM are both memory-related but not the same code-path problem." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Category-count runtime error and stale num_return_sequences warning are not the same defect." + "reason": "Auto device mapping cudaErrorAssert is a different failure mode from plain OOM." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined video-token helper names are distinct issues." + "reason": "Embedding dtype drift in eval is unrelated to undefined video-branch variables in multimodal token counting." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different runtime problems." + "reason": "Python version compatibility issue vs divergence from remote DeepSeekV3 implementation; unrelated." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/export bugs." + "reason": "Different models, different frameworks, different errors." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Python-version compatibility and DeepSeekV3MoE divergence are unrelated." + "reason": "Both touch Gemma4 loading, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve; not the same bug." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Repeated pair: same rationale as above; import-time processor loading bug vs serve-time missing attribute bug are not duplicates." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs nonsensical Siglip2 outputs; no shared concrete defect." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer added-space behavior and LayoutLMv3 error-message clarity are unrelated." + "reason": "Tokenizer added-space regression vs layoutlmv3 box error messaging; unrelated." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Dummy nn.Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model bugs." + "reason": "Dummy layer placeholder vs RT-DETR memory not being released are different bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "ReasoningEffort import failure in Gemma4 processor loading and protobuf error handling in tokenizer decode are unrelated." + "reason": "Gemma4 dependency import failure is not the same as protobuf exception masking in tokenizer decode paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and flash_attention s_aux=None are different code paths." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy layer definition in Sam3PixelDecoder and RT-DETR memory release issues are not the same underlying bug." + "reason": "AMP/CUDA loss crash is unrelated to flash-attention sink-less-model crash." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Different model output in v4 vs v5 and inconsistent lm_head serialization are separate versioning/serialization problems." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Eval/training state problems, but one is dtype regression and the other is gradient checkpointing restriction in eval; not the same fix." + "reason": "Different-output regression across versions vs inconsistent lm_head serialization; same broad area but not the same underlying bug." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Tokenizer special-token registration issue vs recurrent-state reset in cache handling; different code paths." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-adjacent, but flash_attention.py s_aux handling and PLE device mismatch under device_map='auto' are different concrete bugs." + "reason": "Flash-attention attribute crash and Gemma4 PLE device mismatch are separate forward-path failures." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer decoder-type selection and AutoTokenizer ignoring tokenizer.json are distinct tokenizer-loading issues." + "reason": "dtype change in evaluation is unrelated to gradient checkpointing being disallowed in eval mode." } ] }, @@ -8171,7 +8203,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:25251", "issue:29127", @@ -8181,23 +8213,23 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", + "issue:42490", "issue:42915", "issue:42994", + "issue:43066", "issue:43257", "issue:43278", - "issue:43334", "issue:43381", "issue:43421", "issue:43526", - "issue:43531", "issue:43653", "issue:43701", "issue:43756", "issue:43761", "issue:43824", + "issue:43873", "issue:43994", "issue:44186", "issue:44206", @@ -8206,13 +8238,13 @@ "issue:44361", "issue:44442", "issue:44451", + "issue:44462", "issue:44479", "issue:44610", "issue:44871", "issue:44977", "issue:45103", "issue:45198", - "issue:45245", "issue:45372", "issue:45412", "issue:45440", @@ -8223,13 +8255,14 @@ "issue:45859" ], "soft_pairs": [ - "issue:25251|issue:32090", + "issue:44206|issue:44479", + "issue:43066|issue:44462", "issue:43994|issue:45412", + "issue:25251|issue:32090", "issue:44186|issue:45198", - "issue:44206|issue:44479", "issue:44451|issue:45520", - "issue:44361|issue:45198", "issue:42915|issue:42994", + "issue:44361|issue:45198", "issue:44871|issue:44977", "issue:44265|issue:45198", "issue:43756|issue:45440", @@ -8237,231 +8270,223 @@ "issue:29942|issue:30064", "issue:43257|issue:43278", "issue:33357|issue:39692", + "issue:44610|issue:45412", "issue:29127|issue:34567", + "issue:42490|issue:43873", "issue:32090|issue:33290", - "issue:44610|issue:45412", "issue:45103|issue:45372", "issue:45440|issue:45593", "issue:43824|issue:44279", "issue:43653|issue:44442", - "issue:43381|issue:43701", - "issue:43526|issue:45834", "issue:43761|issue:45859", - "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43381|issue:43701", "issue:43526|issue:44186", - "issue:29127|issue:33357", - "issue:43334|issue:43531", - "issue:29127|issue:35141", - "issue:44977|issue:45245" + "issue:29942|issue:36010", + "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "f6e29ee813731e0344287f0f77e4db6c31bfddf18ad95e72997196a0b1e0eedf", + "prepared_review_unit_hash": "513de4dca337028a817276c65529fccefdfb4d4fb40a2843af92eabeffa4a45b", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "soft_pair_count": 29, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs mostly share only broad subsystem or model-family vocabulary, not the same concrete bug. I would not merge any of the suggested soft edges. If a single representative is needed, the broadest issue is the Qwen multi-model video regression report.", - "confidence": 0.88, - "canonical_issue_reason": "No pair here looks like a true duplicate set; if one issue must represent the cluster, issue 44479 is the broadest and clearest regression report because it covers multiple Qwen variants with one concrete video-input failure mode.", + "summary": "No duplicate cluster emerges here: the items span unrelated tokenizer, vision, trainer, quantization, documentation, and export issues. All soft pairs are false positives and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the titles and bug reports cover distinct code paths and model families, and the soft-linked pairs do not describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the best overall representative because it is specific enough to summarize a concrete regression while still spanning several affected models, making it the most cluster-like of the set.", + "best_issue_reason": "There is no strong global best issue representative for the cluster because the items are heterogeneous and none subsumes the others as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different subsystems: image feature extraction vs video-input handling for Qwen models." + }, + { + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Unrelated failures: pipeline output shape vs Trainer broadcast TypeError." + "reason": "Both concern tokenizers, but one is a decoder-type mismatch in v5 while the other is AutoTokenizer ignoring tokenizer.json; different bugs." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different components and symptoms: SigLIP2 doc/example mismatch vs RT-DETR memory leak." + "reason": "SigLIP2 inference mismatch and RT-DETR memory reclamation are unrelated problems." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer padding/NER crash vs Wav2Vec2 save/tokenization failure; no shared code-path." + "reason": "Pipeline output nesting and Trainer GPU broadcast TypeError are unrelated code paths." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Feature extractor center-arg crash is unrelated to Qwen video-input regression." + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer issues." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Model loading failure vs flash_attn import handling on Python 3.13; different bug classes." + "reason": "Model load failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Different tokenizers and failure modes; no evidence of one underlying bug." + "reason": "Both mention quantization, but one is an FP8 loading failure and the other is a quantized-model saving bug." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both involve quantization, but one is model/runtime failure and the other is saving quantized models." + "reason": "MLukeTokenizer task errors do not match Wav2Vec2 save/tokenization failures." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Eos-token config mismatch vs flash-attention generation regression; unrelated." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation issues are different defects." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export exportability issue is not the same as a tokenizer/save_pretrained problem." + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained behavior." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both are model-implementation mismatches, but for different models and different defects." + "reason": "Both are model-implementation mismatches, but for different architectures and different misbehaviors." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token/post-processor update bug vs Gemma3 NaN embedding issue; unrelated." + "reason": "Runtime special-token post-processing update bug and Gemma3 NaN embeddings are distinct issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "FlashAttention test failures are unrelated to void segmentation-map processing." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Accelerate/deepspeed weight conversion bug vs training/eval dtype change; different root causes." + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both mention CLIP-like vision models, but one is a bus error and the other is a documentation/example error bundle." + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory leak are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed OOM with Adafactor are different issues." + "reason": "Trailing-slash import warning and quantization offloading behavior are unrelated." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Processor image-size mismatch is unrelated to RT-DETR memory reclamation." + "reason": "NoneType broadcast error in Trainer and DeepSpeed OOM with Adafactor are separate failures." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotations crash and mistral_common import error are unrelated." + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model families and different behaviors: implementation divergence vs loss computation." + "reason": "DeepseekV3 implementation divergence and D-FINE auxiliary-loss handling are different model-specific bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import failure is not the same as a generic dependency issue." + "reason": "Qwen2.5-VL import failure and a generic dependency issue are not the same defect." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration bug vs AutoTokenizer loading failure for a different tokenizer." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Gradient checkpointing in eval mode and checkpoint key mismatch are unrelated." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiT label reduction bug is unrelated to Kosmos2.5 OCR index errors." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different processing paths." }, { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embeddings." - }, - { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "FlashAttention test failures are not the same as a GenerationMixin import regression." + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are separate trainer behaviors." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "ImageProcessor label handling and LayoutLMv2 tokenizer crashes are different code paths." - }, - { - "left": "issue:29127", - "right": "issue:33357", - "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP Mac bus error share no concrete failure mode." + "reason": "Image processor label reduction and LayoutLMv2 tokenizer crashes are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Both are Qwen-family issues, but one is a missing config attribute and the other is a sliding-window behavior bug." + "reason": "Flash Attention test failures and GenerationMixin import error are not the same issue." }, { "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "LayoutLMv3 box-validation messaging vs token-embedding reinit in post_init are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:45245", + "right": "issue:33357", "accept": false, - "reason": "Flash-attention generation regression and category-cardinality runtime error are not the same bug." + "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." } ] }, @@ -8483,30 +8508,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:29127", "issue:33290", "issue:34567", - "issue:34689", "issue:35141", - "issue:39692", + "issue:42490", "issue:42907", "issue:42915", "issue:43232", "issue:43262", "issue:43316", + "issue:43334", "issue:43381", "issue:43388", "issue:43441", "issue:43525", "issue:43526", + "issue:43531", "issue:43575", - "issue:43611", "issue:43646", "issue:43701", "issue:43723", "issue:43761", - "issue:43873", "issue:43931", "issue:44062", "issue:44077", @@ -8521,9 +8546,10 @@ "issue:44811", "issue:44857", "issue:44898", + "issue:44977", "issue:45003", "issue:45072", - "issue:45216", + "issue:45245", "issue:45290", "issue:45440", "issue:45479", @@ -8534,20 +8560,24 @@ "issue:45907" ], "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44977|issue:45245", "issue:44464|issue:45491", + "issue:29127|issue:35141", "issue:42915|issue:43931", - "issue:44442|issue:45072", "issue:43262|issue:44206", + "issue:44442|issue:45072", "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", "issue:43232|issue:43388", "issue:43441|issue:45588", "issue:44743|issue:44811", - "issue:44062|issue:45907", - "issue:43575|issue:43701", - "issue:43646|issue:44077", - "issue:43575|issue:44387", "issue:43761|issue:44079", + "issue:43646|issue:44077", + "issue:43575|issue:43701", "issue:45003|issue:45440", + "issue:43575|issue:44387", "issue:43723|issue:45479", "issue:44442|issue:45803", "issue:43761|issue:44188", @@ -8555,210 +8585,193 @@ "issue:43316|issue:43525", "issue:42907|issue:45698", "issue:44442|issue:44898", - "issue:33290|issue:34567", - "issue:34689|issue:43611", - "issue:39692|issue:45491", - "issue:33290|issue:35141", - "issue:33290|issue:34689", - "issue:43381|issue:43873", - "issue:43931|issue:45216" + "issue:42490|issue:44743", + "issue:33290|issue:34567" ], - "prepared_review_unit_hash": "efe8f8078e5e823f5b38202962c764b6464ab3046a368b8d44223996f0347cdf", + "prepared_review_unit_hash": "18367ab8a38527be21667d6620858b23ff03cfd066553c0824b24b06a4a52efd", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35639, - "estimated_input_tokens": 8910, - "estimated_eval_tokens": 18076 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly superficial similarity matches; they span unrelated regressions across loading, generation, quantization, tokenizers, and model configs, so none look like true duplicates. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the strongest anchor here: it is open, has the most discussion and inbound references, and describes a broad quantization/offloading runtime regression that seems more central than the other isolated reports.", + "summary": "No duplicate matches; the soft pairs span distinct bugs across loading, generation, processors, config APIs, and model-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the clearest standalone bug report in the set: it has active discussion and inbound references, and it describes a concrete save/load regression with reproducible behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best global representative because it is the most widely discussed and externally referenced issue in the set, making it the most useful canonical issue if one must be chosen.", + "best_issue_reason": "Issue 44387 is the strongest issue report overall, with the richest discussion and a well-scoped, high-impact memory regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: flash-attention generation problem vs category-count limit error in a different model path." + }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both are generation-related, but one is about compiled chunked generation inconsistencies while the other is a Gemma3 NaN embedding bug from sliding-window attention; different failure modes." + "reason": "Compiled-forward generation inconsistency is not the same as Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both involve Qwen loading, but one is a FineGrainedFP8Config failure and the other is a model weight-shape mismatch; not the same underlying bug." + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated issues." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated code paths, despite both affecting model startup/inference." + "reason": "FP8 config failure for Qwen3Moe is distinct from Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio processor default sampling-rate handling is different from an unsupported `center` argument crash in a feature extractor." + "reason": "Audio chat-template sampling-rate default and unsupported center arg in a feature extractor are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference are separate code paths with different root causes." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "One is a label-reduction logic bug, the other is an AMP/CUDA loss crash; they do not share the same root cause." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different API issues." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "`_update_model_kwargs_for_generation` after GPU sync and `gather_for_metrics` truncating tuple labels are separate bugs in different subsystems." + "reason": "Generation kwargs sync handling and gather_for_metrics label truncation affect different subsystems." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a model/regression issue for Ministral-3 and the other is a sink-less `s_aux=None` crash in the integration layer." + "reason": "Both mention flash attention, but they target different model behaviors and different concrete crashes." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent state reset with cache and Whisper batch decode skipping special-token handling are unrelated." - }, - { - "left": "issue:44062", - "right": "issue:45907", - "accept": false, - "reason": "`AddedToken(..., special=...)` argument duplication and `list_repo_files` not forwarding `revision` are unrelated API bugs." + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Tensor-parallel OOM on load and resume-from-checkpoint key mismatch are different problems." + "reason": "CLIPVisionModel hidden_states handling is a different bug from ModelOutput key assignment with prior None values." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage is not the same as the `patchtsmixer` `post_init` policy issue." + "reason": "Custom model initialization breakage in v5 is not the same as patchtsmixer post_init being disallowed." }, { "left": "issue:43575", - "right": "issue:44387", + "right": "issue:43701", "accept": false, - "reason": "Both mention OOM, but one is TP model loading OOM and the other is increased reserved memory under int4 quantization; different root causes." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Missing `hidden_states` in CLIPVisionModel and incorrect `ModelOutput` key assignment are related only broadly; not the same concrete bug." + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence concern different code paths and symptoms." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Unsafe `sys.modules` access in `modeling_utils` and DeepseekV3MoE divergence are unrelated." + "reason": "Both involve OOM, but one is TP loading and the other is int4 quantization memory regression; not the same bug." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer-loading regression and zero-loss sequence-classification behavior are separate issues." + "reason": "Tokenizer-loading regression and zero-loss classification bug are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "AutoTokenizer failing to load a tokenizer and a bare `except:` swallowing errors are unrelated bugs." + "reason": "AutoTokenizer loading failure and bare-except error handling in Fuyu conversion are different issues." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden-state regression and attention-kernel divergence under `torch.compile` do not share the same code path." + "reason": "Hidden_states=None bug and torch.compile attention-kernel divergence are unrelated." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen VL models and chat-template crashes with tool calls are different feature paths." + "reason": "Video-input regression in VL models and assistant tool-call chat-template crash are different bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "API discrepancy in `Gemma3TextConfig` and missing `pad_token_id` on `Llama4Config` are distinct config issues." + "reason": "Both are config/API mismatches, but for different model families and different missing fields." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both are save/load related, but one is about saving dequantized models and the other about loading the wrong custom module after save/load; not the same bug." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct serialization problems." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer load failure and Perceiver non-default-resolution image classification failure are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution failures are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and `num_input_tokens_seen` not updating are unrelated trainer issues." - }, - { - "left": "issue:34689", - "right": "issue:43611", - "accept": false, - "reason": "Both are model-loading regressions, but one is specific to Llama 3.2 Vision while the other is a `base_model_prefix` loading issue; different causes." - }, - { - "left": "issue:39692", - "right": "issue:45491", - "accept": false, - "reason": "SigLIP2 documentation example errors and Gemma3 NaN embeddings are not the same underlying bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "OOM in training versus output embedding reinitialization during `post_init` are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Training OOM with DeepSpeed/Adafactor and model loading failure for Llama 3.2 Vision are different failures." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing being disallowed in eval mode is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Model weight-shape mismatch on load and a corrupted checkpoint saved by `save_pretrained` are distinct persistence bugs." + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are separate bugs." } ] }, @@ -8780,16 +8793,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", "issue:33290", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", + "issue:39692", "issue:41628", "issue:42175", "issue:43065", @@ -8801,7 +8814,7 @@ "issue:43441", "issue:43493", "issue:43540", - "issue:43550", + "issue:43611", "issue:43643", "issue:43673", "issue:43688", @@ -8809,7 +8822,6 @@ "issue:43749", "issue:43825", "issue:43827", - "issue:43856", "issue:43873", "issue:43931", "issue:44077", @@ -8827,214 +8839,237 @@ "issue:44877", "issue:44913", "issue:45137", + "issue:45216", "issue:45372", + "issue:45491", "issue:45759" ], "soft_pairs": [ + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", "issue:43493|issue:43827", - "issue:43550|issue:44743", + "issue:43381|issue:43873", "issue:44077|issue:44479", - "issue:43720|issue:44442", "issue:43316|issue:45759", + "issue:43720|issue:44442", "issue:41628|issue:45372", "issue:43643|issue:44913", "issue:43749|issue:43931", - "issue:33290|issue:36331", "issue:34689|issue:36010", "issue:43873|issue:44871", "issue:44190|issue:44496", - "issue:43381|issue:43856", + "issue:33290|issue:36331", "issue:44855|issue:45137", - "issue:43540|issue:44514", "issue:43316|issue:44877", + "issue:43540|issue:44514", "issue:43673|issue:44743", "issue:42175|issue:43316", "issue:43404|issue:43441", - "issue:44162|issue:44792", "issue:43065|issue:44617", - "issue:25251|issue:28282", + "issue:44162|issue:44792", "issue:43295|issue:43825", - "issue:43388|issue:43688", - "issue:16998|issue:22355" + "issue:25251|issue:28282", + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "e202d11bf4c5a117f5ba32f6f4075bb455e5e3d27c8027a7782c62390b1269e5", + "prepared_review_unit_hash": "8ecb60070cb6f3f2283bfb9120cf755b079ca7477bdb02b847ce0c7b315d3c21", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34607, - "estimated_input_tokens": 8652, - "estimated_eval_tokens": 17560 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of largely unrelated Transformers issues. The soft-similarity edges are mostly superficial (shared words like import/config/video/model loading) rather than the same underlying bug, so all candidate duplicate links should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this set: the items cover distinct failures across model loading, processors, training, config, and docs, with no shared concrete code path.", + "summary": "The items form a heterogeneous set of Transformers bugs, regressions, and documentation issues rather than one duplicate cluster. None of the proposed soft pairs are the same underlying defect, so no merges are justified.", + "confidence": 0.19, + "canonical_issue_reason": "If a representative issue must be picked, issue:34689 is a clear, concrete loading regression with a specific model/version impact; however, the overall set is too diverse to support a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be picked as the most representative, issue 43873 is the best fit because it is active, user-facing, and broad in impact; but it is not a true duplicate anchor for the rest of the cluster.", + "best_issue_reason": "issue:34689 is one of the strongest standalone reports here: specific repro, user-visible breakage, and a well-scoped model-loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is Llama 3.2 Vision-specific while the other is a generic base_model_prefix loading issue in v5; different code paths and fixes." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 versus a Gemma3 GPU NaN embedding bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5/3-VL model handling, but one is a shape-mismatch load failure and the other is a save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and embedding reinitialization in post_init are different failure modes with no shared code-path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer/DeepSpeed memory issue versus model loading regression; only broad ML-training context overlaps." + }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One is a SigLIP2 implementation mismatch; the other is stale docs still referencing pipeline(). Different problem types and code paths." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after v5 removals." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba vs recurrent state reset in modular_qwen3_5.py. Different models and bugs." + "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are distinct training/runtime issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy change is unrelated to Qwen video-input regression." + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model-specific bugs." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "BitNet packed-weight loading issue is unrelated to AutoTokenizer failing for FastSpeech2ConformerTokenizer." + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs; different semantics and fixes." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is a config-class consistency issue; Qwen 3.5/3.6 bug is about unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "BitNet packed-weight loading failure and FastSpeech2ConformerTokenizer auto-loading failure are unrelated." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import failure and ReasoningEffort import failure are separate import regressions affecting different modules." + "reason": "Both are import errors, but they stem from different missing symbols in different processor/model stacks." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code returning missing fields is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "trust_remote_code returning missing config fields is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading broken vs Qwen3-VL weight-shape mismatch; different loading paths and symptoms." - }, - { - "left": "issue:33290", - "right": "issue:36331", - "accept": false, - "reason": "AdaFactor+DeepSpeed OOM is a memory issue; CustomTrainer.compute_loss signature break is an API compatibility issue." + "reason": "FSDP CPU RAM efficient loading is a distributed-loading regression; Qwen3-VL weight mismatch is a model checkpoint shape issue." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama 3.2 Vision model loading regression and GenerationMixin import error are distinct regressions." + "reason": "Llama model loading regression versus a GenerationMixin import error; different APIs and root causes." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization offloading behavior and Gemma-3 eos_token_id mismatch are unrelated." + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a script is unrelated to an unrecognized model/config.json model_type error." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json failure." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Gradient checkpointing eval-mode limitation is not the same as MoE memory inefficiency during training." + "reason": "DeepSpeed Adafactor OOM and CustomTrainer compute_loss signature mismatch are different training issues." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to DeepSpeed ZeRO3 deque pop error." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and Qwen2_5_VL batched chat-template crash are different processors and failure modes." + "reason": "Python 3.13 import/parsing problem in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict config blocking granite_speech loading are separate config-handling issues." + "reason": "API discrepancy in Gemma3TextConfig versus strict config blocking granite_speech loading; related to configs broadly but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and batched apply_chat_template crash in Qwen2_5_VLProcessor are different processor code paths." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "GenerationMixin cache missing in v5.0.0 during chunked_prefill is unrelated to Qwen recurrent state reset in modular_qwen3_5.py." + "reason": "GenerationMixin cache removal/chunked_prefill issue versus recurrent-state reset in modular_qwen3_5; both cache-related but not the same bug." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "TensorFlow missing from a torch-only install and Gemma3TextConfig inconsistency are unrelated packaging/config issues." + "reason": "Package/backend installation coverage issue versus a config-class API discrepancy; no common underlying bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head weight tying bug and Ministral-3 FlashAttention failure are different model-specific regressions." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 broken workflow issue and janus image-generation test failure do not share the same concrete bug." + "reason": "Mistral3 weight-tying bug and Ministral-3 FlashAttention failure are distinct model/runtime problems." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a design/implementation question, while Sam3Video CUDA OOM is a runtime memory problem." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same code-path problem." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Pipeline top_k output nesting change and AutoModel missing PyTorch import error are unrelated API behaviors." + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression and pipeline translation error-message regression are different v5 behavior breaks." + "reason": "Custom processor.tokenizer regression and pipeline() error-message/docs issue are separate pipeline-related but non-identical changes." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and auxiliary loss normalization are separate training bugs." + "reason": "Pipeline top_k nesting bug and missing PyTorch import error are unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Metric gathering label truncation and auxiliary-loss normalization in MoE models are different bugs in different parts of the stack." } ] }, @@ -9056,11 +9091,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:16998", + "issue:22355", "issue:32090", "issue:35141", - "issue:41720", "issue:41950", "issue:42617", "issue:43065", @@ -9076,7 +9112,6 @@ "issue:43742", "issue:43761", "issue:43827", - "issue:43873", "issue:43906", "issue:43931", "issue:43994", @@ -9099,7 +9134,6 @@ "issue:44977", "issue:45127", "issue:45200", - "issue:45245", "issue:45290", "issue:45381", "issue:45406", @@ -9110,250 +9144,255 @@ "soft_pairs": [ "issue:41950|issue:43475", "issue:44077|issue:44534", - "issue:44871|issue:45584", + "issue:16998|issue:22355", "issue:43550|issue:43701", - "issue:45127|issue:45200", "issue:43761|issue:44479", + "issue:44871|issue:45584", "issue:43606|issue:43701", + "issue:45127|issue:45200", "issue:43295|issue:44871", + "issue:43452|issue:44496", "issue:42617|issue:43575", "issue:43575|issue:43742", - "issue:43452|issue:44496", "issue:44734|issue:45406", "issue:43646|issue:44913", "issue:43504|issue:45698", - "issue:43575|issue:43873", "issue:44617|issue:45584", - "issue:43761|issue:44242", "issue:43931|issue:44060", - "issue:32090|issue:35141", + "issue:43761|issue:44242", "issue:45563|issue:45584", + "issue:32090|issue:35141", "issue:44464|issue:44871", - "issue:44792|issue:44977", - "issue:43065|issue:44610", "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", "issue:44521|issue:45381", - "issue:43827|issue:43994", "issue:43906|issue:45290", + "issue:43827|issue:43994", "issue:44464|issue:45563", "issue:44534|issue:44913", - "issue:44190|issue:44964", - "issue:41720|issue:45245" + "issue:44190|issue:44964" ], - "prepared_review_unit_hash": "0e5afe1b5555a4f7d965b68abbb36abe5f9d4c98af485689c95c03a7f1a78ddb", + "prepared_review_unit_hash": "dd4e9a6e109718e7217b5c1a03e6e21f75ce5e4eb9de5fa32c8936d2e4933fc6", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in loading, multimodal processing, generation, offloading, and config handling. None of the soft-edge pairs appear to be true duplicates of the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a clear duplicate hub for this mixed cluster; if one must be chosen, issue 43761 is the broadest, most clearly scoped regression report.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: model loading/config regressions, multimodal pipeline bugs, generation edge cases, and docs/runtime problems. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44521 is the best anchor because it is open, has the most inbound references, and describes a broadly impactful multimodal chat-template bug with clear reproduction details.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43761 is the cleanest representative bug report in the set: concrete regression framing, specific failure mode, and broadly relevant model behavior.", + "best_issue_reason": "Issue 44521 is the most suitable representative issue in this set due to its higher visibility/activity and a well-scoped, user-facing regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both touch multimodal/video paths, but one is a processor-selection bug and the other is a missing SAM3 video field; different code paths and symptoms." + "reason": "Different bugs and code paths: video-classification processor lookup vs SAM3 vision encoder attribute access." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "One is about optional post_init in patchtsmixer, the other about non-persistent buffers being corrupted in v5; unrelated bugs." + "reason": "Unrelated: patchtsmixer post_init policy vs non-persistent buffer initialization regression." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Both involve token/eos handling, but one is a Gemma config mismatch and the other is Whisper empty-transcription generation after align_special_tokens; not the same defect." + "reason": "Completely different topics: model_max_length behavior vs missing transformers.onnx module." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile+SDPA on Bamba and resume_from_checkpoint key mismatch are unrelated failures in different subsystems." + "reason": "Different failures: torch.compile/SDPA on Bamba vs resume_from_checkpoint key mismatch." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Both relate to model configuration, but one is LoRA/vocabulary merging collapse and the other is Gemma 4 multimodal token type defaults; different underlying issues." + "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen VL video input regression." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Both are v5 regressions, but one is CLIPVisionModel hidden_states being dropped and the other is Qwen VL video input behavior; different model families and code paths." + "reason": "Both involve generation/tokenization, but the concrete failures differ: eos_token_id mismatch vs empty transcription after align_special_tokens." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key mismatches." + "reason": "Device mismatch with CPU offload is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: LoRA merge with extended vocab vs Gemma 4 multimodal token type ids defaulting." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer API breakage is a different bug from Gemma eos_token_id config inconsistency." + "reason": "Different regression surfaces: processor/tokenizer API breakage vs Gemma eos token configuration mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading issues, but one is gguf_file/from_pretrained behavior and the other is missing model_type in config." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "A parallel script failure and a tp-induced OOM when loading a large Qwen model are not the same bug." + "reason": "Different problems: running 3d_parallel.py vs tensor-parallel OOM when loading a large model." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM key error on load are distinct loading failures." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "gguf_file breaking auto classes is different from a model config missing model_type." + "reason": "OOM during TP loading is unrelated to a key error on MobileLLM load." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both affect transformers serve, but one crashes in KV-cache continuation indexing and the other lacks _tokenizer on Gemma4Processor." + "reason": "Different serve failures: KV cache continuation indexing vs Gemma4Processor missing _tokenizer." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage in v5 and GPTNeoX rotary_pct reload reset are unrelated configuration bugs." + "reason": "Custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy field loading for BEiT semantic segmentation is not the same as loading the wrong custom module after save_pretrained." + "reason": "Different loading bugs: legacy preset field handling vs wrong custom module loaded after save_pretrained." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Both concern memory/loading, but tp OOM on a specific model and offloading-with-quantization behavior are different problems." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper generation failure on empty transcription." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty transcription generation are unrelated runtime failures." + "reason": "Shape mismatch when loading a model is not the same bug as tied-weights warnings wiring the wrong tensors." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "A CLIPVisionModel forward regression is not the same as missing load-balancing loss when output_router_logits=False." + "reason": "Hidden_states=None regression in CLIPVisionModel is unrelated to missing load-balancing loss when output_router_logits=False." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are separate model/config issues." + "reason": "Both are generation-related, but stale warnings and empty transcription crashes are different issues." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resizing are unrelated bugs." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning in paged generate and Whisper failure on empty transcription are different generation-path issues." + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization during post_init." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Compiled chunked generation inconsistency and Gemma eos_token_id mismatch are not the same bug." + "reason": "Chunked generation inconsistency with compiled forward is a different code path from eos_token_id config mismatch." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo's 640px/224px mismatch are unrelated architecture/preprocessing problems." + "reason": "SAM3 pixel decoder dummy conv and OmDet-Turbo processor image size mismatch are different model-specific bugs." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Both are server or multimodal regressions, but one is video-input behavior in Qwen VL models and the other is serve KV-cache continuation indexing." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and incorrect vision_position_ids in Qwen2.5-VL are different multimodal template bugs." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsense via AutoModel/pipeline are not the same underlying issue." + "reason": "Both touch multimodal chat handling, but one is assistant mask generation and the other is video vision_position_ids; not the same bug." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction issue and apply_chat_template crashing on tool-call messages are unrelated." + "reason": "Isolated reproduction of another issue is not the same as crashes on assistant messages with tool calls and no content." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Compiled-forward inconsistency and a stale paged-generate warning do not share the same defect." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical results with AutoModel/pipeline." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reset on reload are different configuration/runtime problems." + "reason": "Non-persistent buffer junk initialization is unrelated to rotary_pct not surviving config reload." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in a training script and a latest-transformers model load failure for Phi-4 multimodal are separate issues." + "reason": "Local dataset loading in a script is unrelated to Phi-4 multimodal model loading failure." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:43452", + "right": "issue:45698", + "accept": false, + "reason": "Different from_pretrained/save_pretrained issues: gguf_file handling vs wrong custom module resolution." + }, + { + "left": "issue:43931", + "right": "issue:44964", + "accept": false, + "reason": "Weight shape mismatch for a specific model is not the same as an overall latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and category cardinality overflow are unrelated errors." + "reason": "Compiled chunked generation inconsistency is different from a stale warning about num_return_sequences." } ] }, @@ -9375,14 +9414,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:35141", "issue:36246", "issue:38175", "issue:38617", "issue:39692", "issue:41628", + "issue:41720", "issue:41950", + "issue:42490", "issue:43065", "issue:43295", "issue:43335", @@ -9390,7 +9432,6 @@ "issue:43479", "issue:43540", "issue:43550", - "issue:43582", "issue:43644", "issue:43650", "issue:43976", @@ -9402,9 +9443,7 @@ "issue:44190", "issue:44220", "issue:44462", - "issue:44466", "issue:44496", - "issue:44683", "issue:44734", "issue:44737", "issue:44792", @@ -9418,7 +9457,6 @@ "issue:45357", "issue:45362", "issue:45375", - "issue:45446", "issue:45542", "issue:45584", "issue:45588", @@ -9428,251 +9466,244 @@ ], "soft_pairs": [ "issue:44933|issue:45362", + "issue:41720|issue:45245", "issue:44792|issue:45600", "issue:44855|issue:45588", "issue:44737|issue:45803", - "issue:43388|issue:43582", "issue:45127|issue:45357", + "issue:43388|issue:44079", + "issue:35141|issue:42490", "issue:44462|issue:45907", "issue:43335|issue:44855", "issue:44077|issue:44079", "issue:44938|issue:45542", - "issue:43976|issue:44855", "issue:43550|issue:44190", + "issue:43976|issue:44855", "issue:43644|issue:44913", "issue:43540|issue:44734", "issue:44112|issue:45600", + "issue:43650|issue:44220", "issue:44496|issue:45803", "issue:43335|issue:44190", - "issue:43650|issue:44220", "issue:45276|issue:45584", "issue:39692|issue:44190", "issue:45245|issue:45584", + "issue:41950|issue:44016", "issue:43479|issue:45375", "issue:43295|issue:45276", - "issue:41950|issue:44016", "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44186|issue:44734", - "issue:38175|issue:43065", - "issue:44683|issue:45446", - "issue:44016|issue:44220", - "issue:44466|issue:44913" + "issue:38175|issue:43065" ], - "prepared_review_unit_hash": "7c05a5fef0e6bc7d733d19b0018f5e8ccd2b1858f0a288e6104d7478909575d2", + "prepared_review_unit_hash": "bb8217c596c506a487327ef573b22fe71885f2508932b3b036303e284caa2472", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37184, - "estimated_input_tokens": 9296, - "estimated_eval_tokens": 18848 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: most items are unrelated regressions, import/export issues, model-specific bugs, or CI/notebook problems. The soft-similar pairs mostly share broad vocabulary only, not the same concrete code path or fix.", - "confidence": 0.88, - "canonical_issue_reason": "issue:41628 is the broadest, most user-facing import/export regression in the set and best fits the loose theme of missing public symbols.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated import errors, model/config bugs, runtime failures, and docs/CI issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set does not form a single duplicate topic, and the closest title overlap is still only a loose token-embedding/config family among many unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the clearest representative of the cluster\u2019s import-regression subset and is more general than the model-specific or highly niche reports.", + "best_issue_reason": "No strong global best issue; the cluster is too mixed for a single representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "One is a missing import from image_utils; the other is a Qwen3.5 chat crash. Different failure modes and code paths." + "reason": "Different problems: missing image_utils import vs a Qwen3.5 chat crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: CUDA device-mapping assert vs category-count limit." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image generation test failure vs. auto_mappings referencing removed Sam3LiteText configs. Unrelated subsystems." + "reason": "One is a janus image-generation test failure; the other is a broken auto_mappings reference/CI issue." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parse error in DebertaV2 vs. flash_attention AttributeError on s_aux=None. No shared bug." + "reason": "Python 3.13 import parsing error vs flash-attention crash on sink-less models." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device-placement bug vs. FuyuBatchFeature bare-except handling. Different models and fixes." + "reason": "CPU device placement bug in XLNet vs bare except swallowing errors in Fuyu batching." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43388", - "right": "issue:43582", + "right": "issue:44079", "accept": false, - "reason": "Metric-gathering label truncation vs. Apple Silicon allocator TypeError. No overlap in code path." + "reason": "Metric gathering drops tuple labels, while the other issue is about ModelOutput key assignment." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "LoRA merge/tied-weights collapse vs. Qwen3.5 save_pretrained key serialization. Related only by broad model saving behavior." + "reason": "Token-embedding resize bug vs path-with-slash import warning; no shared code path." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer file selection vs. list_repo_files revision forwarding. Both repo-related, but not the same bug." + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config layer creation bug vs. DebertaV2 import parse failure. Unrelated." + "reason": "SwitchTransformers sparse-layer construction bug vs DebertaV2 import failure on Python 3.13." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init validation in patchtsmixer vs. ModelOutput key assignment semantics. Different objects and behavior." + "reason": "post_init policy issue vs ModelOutput None-key assignment bug." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 load failure vs. tensorboard-only backend detection. Not the same regression." + "reason": "Python 3.14 loading failure vs missing TensorFlow backend handling." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Python version compatibility issue vs. a JIT parsing/import problem. Different layers of the stack." + "reason": "torch.compile/SDPA model failure vs dataset-loading problem in a training script." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "torch.compile SDPA failure in Bamba vs. local dataset loading in an example script. Unrelated." + "reason": "Python-version compatibility issue vs DebertaV2 parsing/import problem." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization vs. GPTNeoX config reload of rotary_pct. Different components." + "reason": "Non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video input validation vs. serve KV-cache indexing. Distinct failures." + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI test flake vs. removed Sam3LiteText auto-mapping references. Both CI-related, but not the same bug." + "reason": "GraniteSpeech CI test flake vs removed Sam3LiteText config references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue vs fbank feature extraction bug." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Unrecognized model/config issue vs. bare except swallowing errors. No shared root cause." + "reason": "Unknown model_type loading failure vs bare except swallowing interrupts/errors." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs. dataset loading example failure. Unrelated." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder issue title vs. fbank feature extraction bug. No meaningful match." + "reason": "SwitchTransformers config construction bug vs local dataset loading failure." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize issue vs. Whisper empty-transcription generation failure. Different models and code paths." + "reason": "Gemma4 resize_token_embeddings/output_embeddings bug vs Whisper empty-transcription generation failure." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 documentation example errors vs. local dataset loading in a training script. Separate issues." + "reason": "SigLIP2 docs example errors vs local dataset loading in an image-classification script." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality runtime error vs. Whisper generation bug. Unrelated." + "reason": "Category-count runtime limit vs Whisper generation bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch vs notebook syntax error." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4Multimodal default config initialization vs. Qwen3_5MoeVisionConfig field dropping. Both config issues, but different models and semantics." + "reason": "Phi4Multimodal default config handling vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression vs. resize_token_embeddings not updating Gemma4 outputs. Different mechanisms." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification pipeline processor lookup vs. notebook syntax error. No shared underlying bug." + "reason": "Processor/tokenizer regression vs Gemma4 token-embedding resize behavior." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules; not the same concrete fix." + "reason": "Specific Qwen2.5 VL image-processor import failure vs AutoImageProcessor import failure." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Qwen2_5_VLImageProcessor export missing vs. layer_type_validation import missing from configuration_utils. Different symbols and files." + "reason": "Processor import error vs configuration_utils symbol import error." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER padding vs. server KV-cache continuation indexing. Different tokenizer/model-server paths." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache tensor indexing." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Zero probabilities in SigLIP2 vs. dummy Conv2d in Sam3PixelDecoder. No common bug." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Compiled flex_attention fails on torch>=2.9 vs. incorrect PyTorch version check for AuxRequest import. Related to attention imports only at a very high level." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error vs. audio feature extraction issue. Unrelated." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Serialization of tied lm_head weights vs. GPTNeoX rotary_pct reload behavior. Different config/serialization bugs." + "reason": "SigLIP2 zero-probabilities bug vs Sam3PixelDecoder dummy Conv2d issue." } ] }, @@ -9694,10 +9725,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ - "issue:41950", "issue:42175", + "issue:42490", "issue:42907", "issue:43295", "issue:43299", @@ -9716,29 +9747,28 @@ "issue:44062", "issue:44075", "issue:44112", - "issue:44242", + "issue:44220", "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", + "issue:44466", "issue:44496", - "issue:44521", "issue:44561", + "issue:44683", "issue:44734", + "issue:44913", "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:45406", + "issue:45446", "issue:45584", "issue:45593", "issue:45600", @@ -9746,252 +9776,252 @@ "issue:45759" ], "soft_pairs": [ - "issue:44734|issue:45632", + "issue:44683|issue:45446", + "issue:44016|issue:44220", "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44734|issue:45632", "issue:43404|issue:45216", "issue:44561|issue:45632", "issue:44246|issue:45003", + "issue:42490|issue:45632", "issue:43643|issue:44496", - "issue:45406|issue:45632", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:42907|issue:43441", "issue:43854|issue:44964", "issue:44016|issue:44062", - "issue:43295|issue:45335", "issue:43976|issue:44987", + "issue:43295|issue:45335", "issue:43673|issue:44336", - "issue:43531|issue:45600", "issue:43824|issue:44933", + "issue:43531|issue:45600", "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:43299|issue:45216", "issue:44075|issue:44368", "issue:45335|issue:45584", "issue:43976|issue:44279", - "issue:43901|issue:44496", - "issue:43381|issue:45593", "issue:43299|issue:45357", - "issue:44496|issue:45759", + "issue:43381|issue:45593", + "issue:43901|issue:44496", "issue:44351|issue:45278", - "issue:44521|issue:45325", - "issue:44242|issue:45200", - "issue:41950|issue:45020" + "issue:44496|issue:45759" ], - "prepared_review_unit_hash": "6183d0bee9e580044c980e52bf1a321a5c0b6b4a9a7021d633f3604696d3bea3", + "prepared_review_unit_hash": "bba8e89f0bc52adfa0006d0cc18b78eb29f797502c0fe1f04fcc470261c1408e", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36957, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly heterogeneous bug reports with only loose lexical overlap around loading/imports/remote_code/multimodal behavior; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45020 is the broadest open umbrella here: it covers recent-version breakage for remote_code models, which is the closest shared theme across the cluster.", + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs, regressions, and import/load issues. None of the proposed soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the list ('Many import errors after update from 4.57.0 to 5.5.0') and is the closest thing to a cluster representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single representative issue because it is broad, user-facing, and likely to subsume several of the version-regression/model-loading reports in this set.", + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest import-regression surface among these issues, though the overall set is not a true duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/PyTorch, but one is a compiled-kernel failure on torch>=2.9 while the other is a version-check/import bug for AuxRequest. Different concrete failures." + }, + { + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Serve KV-cache tensor indexing crash and trust_remote_code cache-path collision are different code paths and symptoms." + "reason": "A notebook syntax error and a feature-extraction bug are unrelated problems in different code paths." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is missing TensorFlow in an extra install; the other is a generic dependency issue. Not the same bug." + "reason": "One is about backend extras not pulling in TensorFlow; the other is a vague dependency issue. Too different to be the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model config/serialization behavior, but one is tied lm_head serialization and the other is rotary_pct reload loss. Different fields and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "One is a server KV-cache indexing crash; the other is a trust_remote_code cache-path collision for local models. Not the same issue." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both relate to model saving/state, but they affect different models and failure modes: untied weights vs incorrect checkpoint keys." + "reason": "Both are tied-weights/save-pretrained regressions, but they affect different models and symptoms. Not enough to be the same concrete bug." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both involve trust_remote_code, but one is a missing helper API and the other is a local cache-path collision." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local cache-path collisions." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related at most by module import, not the same concrete defect." + "reason": "Import-time slowness and unsafe sys.modules access may be loosely related, but they describe different bugs and fixes." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local model paths, but one is a trailing-slash warning and the other is a leaf-directory cache collision. Different failure modes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is not the same issue as failing to recognize a model type in config.json." - }, - { - "left": "issue:45406", - "right": "issue:45632", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to remote-code cache path collisions." + "reason": "One is missing fields when loading remote-code configs; the other is an unrecognized model/config.json model_type issue." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "These are different model-loading regressions affecting different components and fixes." + "reason": "Loading Phi-4 multimodal and stale auto_mappings references to removed Sam3LiteText configs are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A stale CI test failure in GraniteSpeech is not the same as a model-loading failure for Phi-4 multimodal." + "reason": "A CI test fixture/device override problem is unrelated to a model loading regression." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but saving dequantized weights and FlashAttention loading are distinct bugs." + "reason": "Both are Ministral-family issues, but one is about saving dequantized weights and the other is FlashAttention loading. Different bug classes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and failure points; one is a GLM import/load issue, the other is Phi-4 multimodal loading." + "reason": "Different models and different load-path failures; no concrete shared bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "A notebook syntax error and an AddedToken argument TypeError are unrelated." + "reason": "Notebook syntax error versus AddedToken keyword-argument conflict are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "These affect different model families and different APIs: processor/tokenizer handling vs embedding resizing." + "reason": "A Python-version compatibility problem and a model-loading regression are not the same underlying bug." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Python-version compatibility and a model load failure are not the same underlying bug." + "reason": "These are both model-specific regressions, but one is about processor/tokenizer access and image passing, while the other is about resize_token_embeddings on t5gemma." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache behavior during chunked prefill and ANSI formatting in loading_report are unrelated." + "reason": "A GenerationMixin cache regression and ANSI escape handling in loading_report are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and removed auto_mappings configs are different subsystems and failures." + "reason": "Both are import-related, but they concern different symbols and different export failures." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols in different modules." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and PIL backend image-processor torchvision dependency are unrelated." + "reason": "An unrecognized model/config error is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "A BeitImageProcessorFast label bug and a documentation/behavior mismatch in TextClassificationPipeline are not duplicates." + "reason": "A BEiT image processor label reduction bug and a docs mismatch in TextClassificationPipeline are different issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is incorrect save_pretrained output." + "reason": "Both involve Qwen3.x regressions, but one is model loading and the other is incorrect checkpoint serialization. Different code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD arguments and a tie_word_embeddings warning concern different components and symptoms." + "reason": "Unused SGD args and a tie_word_embeddings warning during LoRA fine-tuning are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resizing in t5gemma and Whisper empty-transcription generation are unrelated bugs." + "reason": "A resize_token_embeddings bug in t5gemma and Whisper empty-transcription generation failure are different model behaviors." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python compatibility and a generic dependency issue do not describe the same defect." + "reason": "A version/platform compatibility complaint and a generic dependency issue are too broad and not the same defect." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Docs mismatch for text classification is not the same as a config/model-type loading error." + "reason": "Both are Qwen3.5 regressions, but one breaks model loading while the other saves incorrect visual encoder keys. Distinct bugs." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and D-FINE aux-loss handling are different training bugs." - }, - { - "left": "issue:43299", - "right": "issue:45357", - "accept": false, - "reason": "Related model family, but one is load failure and the other is incorrect visual-encoder keys on save." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training-time issues." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "An unrecognized model config and composite-config unwrapping in AutoModelForCausalLM are different code paths." + "reason": "Docs/behavior mismatch for text classification is unrelated to an unrecognized-model config error." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A missing HybridCache export is just one symptom; the other is a broader import-error report, not the same bug." - }, - { - "left": "issue:44521", - "right": "issue:45325", - "accept": false, - "reason": "Assistant mask generation for multimodal chat templates and rope-index scaling are separate multimodal bugs." + "reason": "A missing HybridCache export is one specific import error, while 45278 is a broad umbrella report; not the same concrete bug." }, { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Router-logit load-balancing loss and Gemma4 mm_token_type_ids defaults are unrelated training issues." - }, - { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "A video-classification pipeline processor lookup bug is unrelated to remote_code model breakage." + "reason": "Missing model_type in config.json and unwrapping text_config for multimodal configs are different config-loading problems." } ] }, @@ -10013,7 +10043,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:33290", "issue:38175", @@ -10030,12 +10060,11 @@ "issue:43525", "issue:43577", "issue:43650", - "issue:43723", "issue:43854", "issue:43901", "issue:43976", "issue:44016", - "issue:44162", + "issue:44242", "issue:44261", "issue:44263", "issue:44279", @@ -10043,17 +10072,18 @@ "issue:44297", "issue:44462", "issue:44466", + "issue:44521", "issue:44617", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", + "issue:45020", "issue:45081", + "issue:45200", "issue:45216", "issue:45276", "issue:45290", - "issue:45397", + "issue:45325", "issue:45405", "issue:45542", "issue:45600", @@ -10065,238 +10095,238 @@ "issue:45907" ], "soft_pairs": [ + "issue:44521|issue:45325", + "issue:41950|issue:45020", "issue:43976|issue:45405", + "issue:44242|issue:45200", "issue:43479|issue:43525", "issue:44779|issue:45812", "issue:41950|issue:45823", "issue:43577|issue:45216", "issue:38175|issue:44617", "issue:44683|issue:45542", - "issue:43299|issue:43854", "issue:39692|issue:43901", + "issue:43299|issue:43854", "issue:44279|issue:45405", - "issue:43295|issue:44779", "issue:41950|issue:43650", + "issue:43295|issue:44779", "issue:44462|issue:45081", - "issue:33290|issue:45656", "issue:44297|issue:44462", "issue:45081|issue:45907", "issue:44016|issue:44291", - "issue:45600|issue:45712", "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:33290|issue:45656", "issue:43450|issue:44279", "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44466|issue:45276", "issue:44261|issue:44263", "issue:43650|issue:45290", - "issue:43441|issue:44683", - "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:43723|issue:44162" + "issue:43441|issue:44683" ], - "prepared_review_unit_hash": "be6284bc14fbfa19ba5f38516efc0779780349f6374f88399ecba77678efeef2", + "prepared_review_unit_hash": "bad89ae20be48b1773be4561649440b3a8ba384efe5a67301cbdbf196703eb53", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36357, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pairs look like true duplicates or the same fix; most are only loosely related by broad subsystems like tokenization, loading, or multimodal configs. I would keep them separate. The strongest issue to anchor triage is the open Granite token-ID regression.", - "confidence": 0.9, - "canonical_issue_reason": "issue:45812 is the strongest canonical issue candidate: it is open, clearly scoped, describes a concrete silent regression, and has multiple inbound references, making it the best anchor for dedupe/triage.", + "summary": "These are mostly unrelated issue reports across different models and subsystems. The suggested soft matches are only broad topical similarities (tokenizers, multimodal processing, deepspeed, loading, serialization) and do not look like the same underlying bug, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and broadly impactful issue in this set, with a specific reproducible tokenizer regression and ongoing attention from other references.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal behavior, but one is assistant masks in chat templating and the other is RoPE temporal \u0564\u056b\u0580 position scaling; different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is not the same as a broad regression affecting remote_code models." + }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Unrelated problems: Python version compatibility vs an unreleased dependency version bump." + "reason": "These are separate version-compatibility problems: Python support vs a PEFT minimum-version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs in different model families: missing load-balancing loss vs Gemma4 mm_token_type_ids defaults." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is multimodal default initialization and the other is a missing pad_token_id attribute; different bugs." + "reason": "One is default multimodal config initialization, the other is a missing pad_token_id attribute; not the same defect." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenization regressions, but they affect different model families and likely different code paths/root causes." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and failures: video-classification processor lookup vs Gemma4 PLE device mismatch." + "reason": "Processor lookup in a video pipeline is unrelated to a Gemma4 device-mapping forward mismatch." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Both concern model loading/saving behavior, but the observed failures and affected code paths are not the same." + "reason": "One is dtype propagation on load, the other is incorrect save_pretrained serialization; different lifecycle stages and failures." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Completely different symptoms and components: zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video." + "reason": "Zero probabilities in a model output is unrelated to CUDA OOM in Sam3Video." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Attention/torch-related on one side, backend installation issue on the other; no shared concrete bug." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading failures in v5, but they concern different models and distinct failure modes." + "reason": "A torch flex_attention regression is unrelated to a tensorboard/TensorFlow backend installation error." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are documentation-related, but one is a broken SigLIP2 example and the other is stale pipeline docs." + "reason": "Both mention docs, but one is a specific SigLIP2 example failure and the other is a pipeline option documentation mismatch." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Dependency complaints, but not the same dependency or failure mechanism." + "reason": "Different model-loading failures for different models; no shared concrete code path is evident." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:44279", + "right": "issue:45405", "accept": false, - "reason": "Both are regressions around tokenizer/processor behavior, but the concrete bug is different: processor.tokenizer access vs wrong tokenization results." + "reason": "A generic dependency complaint does not match a specific PEFT version release issue." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "No shared bug: video pipeline processor lookup vs unrelated placeholder issue." + "reason": "The titles are unrelated; one is a pipeline processor bug, the other is a non-descriptive report." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Different tokenizer-loading failures: repository tokenizer.json being ignored vs a crash in Mistral regex patching." + "reason": "Processor/tokenizer API regression and DeepSeek tokenization errors are distinct tokenizer-related bugs." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Ignoring tokenizer.json and crashing in Mistral regex patching are different tokenizer-loading problems." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both touch tokenizer serialization/loading, but one is save_pretrained metadata mismatch and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "Tokenizer class metadata mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer patch crash vs list_repo_files not forwarding revision; unrelated APIs." + "reason": "Tokenizer patching crash and list_repo_files revision forwarding are entirely separate utilities." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + "reason": "Notebook syntax errors and init_empty_weights argument errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on one model and OCR long-input index error on another are different bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo maintenance/CI issues, but they target different files and problems." + "reason": "Removed config references in auto_mappings and leftover dummy classes are separate repo-maintenance issues." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both mention model/runtime failures, but one is FlashAttention on Ministral-3 and the other is an OCR index error in Kosmos2.5." + "reason": "Both involve deepspeed/optimizers, but one is OOM with Adafactor and the other is duplicate optimizer stepping; not the same issue." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor shape bug vs generic dependency issue; no common underlying bug." + "reason": "A batched video-processor shape bug is unrelated to a generic dependency issue." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs: a dummy Conv2d in Sam3PixelDecoder vs Perceiver resize/interpolation failure." + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a Perceiver interpolation failure." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/loading, but saving a quantized model and loading a dequantized model with offload are different issues." + "reason": "Saving quantized models and loading dequantized models with device_map offload are different quantization pathways." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both relate to embeddings/serialization, but one is device-dependent lm_head serialization and the other is resize_token_embeddings not propagating to Gemma4 components." + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating Gemma4 embeddings are separate weight-handling bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is a missing rms_norm_eps config precision issue; the other is torch.split return handling in GlmMoeDsaIndexer." + "reason": "Both are GLM-related, but one is an rms_norm_eps/config precision issue and the other is a torch.split return-value issue." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Placeholder issue vs chat template crash on tool-call assistant messages; unrelated." + "reason": "A vague issue title and a concrete apply_chat_template crash do not indicate the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both are attention-related, but one is model-specific FlashAttention failure and the other is compiled flex_attention on newer torch." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Both are save/load related, but they affect different APIs and failure modes." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Processor save_pretrained file omission vs a performance regression when filtering data; unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading bug vs a separate model breakage in ESM2; no same underlying defect." + "reason": "FlashAttention failures and compiled flex_attention failures are different attention-stack regressions, not one bug." } ] }, @@ -10318,7 +10348,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:41628", "issue:41950", @@ -10326,15 +10356,14 @@ "issue:42491", "issue:43122", "issue:43262", + "issue:43295", "issue:43299", - "issue:43352", - "issue:43450", "issue:43525", - "issue:43531", "issue:43643", "issue:43650", "issue:43653", "issue:43673", + "issue:43723", "issue:43761", "issue:43784", "issue:43824", @@ -10343,6 +10372,7 @@ "issue:43976", "issue:43994", "issue:44016", + "issue:44162", "issue:44188", "issue:44220", "issue:44242", @@ -10356,10 +10386,11 @@ "issue:44521", "issue:44589", "issue:44617", + "issue:44623", "issue:44671", + "issue:44749", "issue:44779", "issue:44987", - "issue:45250", "issue:45362", "issue:45397", "issue:45542", @@ -10369,238 +10400,251 @@ "issue:45823" ], "soft_pairs": [ - "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", "issue:43262|issue:44521", - "issue:43673|issue:43761", + "issue:43653|issue:45593", + "issue:43723|issue:44162", "issue:44016|issue:45823", - "issue:44361|issue:45593", - "issue:43784|issue:45542", + "issue:43673|issue:43761", "issue:42175|issue:43976", + "issue:44361|issue:45593", "issue:44671|issue:44779", + "issue:43784|issue:45542", "issue:43901|issue:43994", "issue:43122|issue:43650", "issue:44987|issue:45542", "issue:43824|issue:43976", "issue:44297|issue:45397", - "issue:43525|issue:43881", "issue:44188|issue:44336", + "issue:43525|issue:43881", "issue:43525|issue:43643", - "issue:43450|issue:44617", - "issue:42491|issue:43299", + "issue:43295|issue:44617", "issue:44589|issue:45362", "issue:41628|issue:43976", "issue:45561|issue:45563", + "issue:42491|issue:43299", "issue:43901|issue:44246", "issue:44336|issue:44373", "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:41950|issue:44220", - "issue:44246|issue:44496", - "issue:43352|issue:45250", - "issue:43531|issue:45362" + "issue:44246|issue:44496" ], - "prepared_review_unit_hash": "bd3825e2701f6905fc75a2257b3e0df9e763be5df3c1054498b6a0a27fb658be", + "prepared_review_unit_hash": "9b9c172da8e49c237f907793dc8afa752614c469a0ad7ebeb64a6f87c309f09b", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35403, - "estimated_input_tokens": 8851, - "estimated_eval_tokens": 17958 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated regressions across tokenizers, vision/audio processors, model loading, packaging, and docs. I do not see any true duplicate pair among the soft edges.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43122 is the broadest, most central user-facing regression in the set (tokenization changed between v4.57.3 and v5.0), so it is the best anchor if one issue must represent this mixed cluster.", + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions and integration issues across different models, processors, tokenizers, and backends. I did not find any soft pair that clearly describes the same underlying bug or change, so the safe triage choice is to keep them separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43723 is the broadest and most representative report here: a generic AutoTokenizer.from_pretrained loading failure in v5, which fits the cluster\u2019s overall theme of v5 regressions without being too model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most general and broadly applicable regression report here; it has the clearest duplicate potential compared with the more model-specific or documentation-only reports.", + "best_issue_reason": "issue:43723 is the best global representative because it is clear, central, and broadly phrased enough to anchor this cluster while still describing a concrete failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different problems: missing files from processor.save_pretrained vs gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "BigBirdTokenizer special-token decoding vs D-FINE auxiliary-loss behavior; different models and code paths." + "reason": "One is a processor save_pretrained bug; the other is a performance regression during data filtering after upgrade." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention apply_chat_template, but one is audio sampling rate and the other is multimodal assistant masks; not the same bug." + "reason": "Both involve apply_chat_template, but one is about audio sampling rate defaults and the other about zero assistant masks for multimodal inputs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Generation cache/chunked_prefill regression vs CLIPVisionModel hidden_states bug; unrelated subsystems." + "reason": "Unrelated model bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses when denoising is off." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device-map forward mismatch; unrelated." + "reason": "Different failure modes and subsystems: generic tokenizer loading vs ESM2 model breakage." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs D-FINE auxiliary losses; unrelated." + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "sentence-transformers import NameError vs missing TensorFlow backend packaging; both are import-time issues but not the same one." + "reason": "Generation cache/chunked_prefill issue is unrelated to CLIPVisionModel hidden_states handling." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package extras/backends issue vs Python version compatibility regression; different failure modes." + "reason": "Backend packaging omission for TensorFlow under a torch install is not the same as the Python version compatibility bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different code paths." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions vs Deepseek tokenizer regression; both are model/tokenizer bugs but not the same code path or model." + "reason": "Both are v5 correctness regressions, but they affect different model/tokenizer families and do not look like one concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with nn missing is unrelated to tensorboard-only installation causing undefined tf backend errors." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs incorrect SigLIP2 outputs; one is documentation, the other is model behavior." + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer regression across versions vs an unrelated low-information issue; no shared bug." + "reason": "Different scope entirely: tokenizer output changes vs a nonspecific data request." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Loading a specific model on >=5.1.0 vs TensorFlow backend installation error; unrelated." + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to the tensorboard/TensorFlow backend packaging issue." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Missing Qwen2_5_VL import vs Python 3.9/3.10 compatibility problem; unrelated." + "reason": "Missing Qwen2.5-VL import and Python 3.9/3.10 compatibility are unrelated failures." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Gemma4 ZeRO3 from_pretrained failure; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id vs glm-4v loading failure; different models and causes." + "reason": "Tokenizer class metadata written by save_pretrained is unrelated to Gemma4 zero3 loading." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading_report; unrelated." + "reason": "torch.compile attention kernel divergence and ANSI codes in loading_report are different subsystems." }, { "left": "issue:43525", - "right": "issue:43643", + "right": "issue:43881", "accept": false, - "reason": "Both involve missing config fields, but one is Llama4 pad_token_id and the other is trust_remote_code AutoConfig fields; not the same bug." + "reason": "Missing pad_token_id in Llama4Config is not the same as generic glm-4v-9b loading failure." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Batched video processor shape bug vs Sam3Video CUDA OOM; unrelated." + "reason": "Both mention missing fields, but one is a specific config attribute bug and the other is trust_remote_code stripping fields during AutoConfig loading." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43295", + "right": "issue:44617", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility across hf versions vs Qwen3VL loading break on v5; related family, but different concrete failures." + "reason": "Processor/tokenizer regression is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash; unrelated." + "reason": "Float8 storage lookup error and Qwen3.5-35B chat crash are different runtime failures." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Cannot import AutoImageProcessor vs Python version support problem; unrelated." + "reason": "Missing AutoImageProcessor import is unrelated to the Python version compatibility issue." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race vs stale generate() warning; different testing/runtime issues." + "reason": "pytest-xdist file-race bug and stale generation warning are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across branches and the other is base model loading for Qwen3VL; too different to merge confidently." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch vs slow import behavior; unrelated." + "reason": "Documentation mismatch for text classification is unrelated to a runtime performance report about import time." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI output in loading_report vs wrong docstring for position_ids; both docs/UI-ish, but not the same bug." + "reason": "ANSI escape output and a wrong docstring are not the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "MoE load-balancing loss omission vs D-FINE auxiliary losses; both are loss-related but for different models and mechanisms." + "reason": "Both concern losses, but they are for different models and different gating conditions." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug vs Gemma4 from_pretrained/ZeRO3 issue; unrelated." + "reason": "position_ids buffer access error is unrelated to Gemma4 zero3 from_pretrained." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline selecting image processors vs audio fbank extraction issue; different modalities and code paths." + "reason": "Video-classification processor mismatch and fbank feature extraction error are different pipeline/audio issues." }, { "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import latency regression vs unrecognized model/config error; unrelated." - }, - { - "left": "issue:43352", - "right": "issue:45250", + "right": "issue:45593", "accept": false, - "reason": "Model-specific Flash Attention 2 support error vs generic Flash Attention 2 discussion; not the same concrete bug." + "reason": "Import latency complaints are unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43976", + "right": "issue:44496", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5-35B chat crash; different models and failure signatures." + "reason": "Python version support regression is unrelated to unrecognized model/config loading for Olmo-Hybrid-Instruct-SFT-7B." } ] }, @@ -10622,7 +10666,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36246", "issue:42757", @@ -10631,9 +10675,11 @@ "issue:43232", "issue:43257", "issue:43262", + "issue:43352", "issue:43408", "issue:43475", "issue:43526", + "issue:43531", "issue:43540", "issue:43596", "issue:43653", @@ -10647,8 +10693,6 @@ "issue:44295", "issue:44336", "issue:44351", - "issue:44368", - "issue:44466", "issue:44485", "issue:44496", "issue:44561", @@ -10663,21 +10707,23 @@ "issue:45137", "issue:45200", "issue:45229", + "issue:45250", "issue:45292", - "issue:45335", + "issue:45362", "issue:45375", "issue:45459", "issue:45561", - "issue:45563", "issue:45584", "issue:45701", "issue:45759" ], "soft_pairs": [ + "issue:43531|issue:45362", "issue:36246|issue:42757", + "issue:43352|issue:45250", "issue:36246|issue:44351", - "issue:43526|issue:45003", "issue:44336|issue:44485", + "issue:43526|issue:45003", "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44246|issue:44871", @@ -10692,227 +10738,225 @@ "issue:45292|issue:45701", "issue:43232|issue:44336", "issue:42886|issue:45229", - "issue:44496|issue:45003", "issue:43065|issue:43408", "issue:44987|issue:45459", + "issue:44496|issue:45003", "issue:45375|issue:45759", "issue:43257|issue:45137", "issue:43262|issue:44246", "issue:44995|issue:45200", "issue:44060|issue:44077", "issue:43475|issue:43540", - "issue:44466|issue:45335", - "issue:43653|issue:44162", - "issue:44368|issue:45563" + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "5711006eb8754be780c969999188723f74ea9a1daa1b16a7b688643c4b5161cc", + "prepared_review_unit_hash": "f3dfcd15ff27b96e20056596fcb9f9a463eb897d24e313b63df433d48a485e3d", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36863, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "serialized_chars": 36604, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: mostly unrelated issue reports spanning import errors, model/config mismatches, generation bugs, and model-specific regressions. The soft matches are all superficial overlaps rather than the same underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45003 is the broadest, most cross-cutting internal bug in the set; the rest are mostly narrower model- or feature-specific regressions, so it is the best representative if one must be chosen.", + "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, with a few loose thematic overlaps around imports, configs, and model loading. I did not find any soft pair that looks like the same concrete bug/change, so I rejected all candidate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest, most central user-facing regression in the set and has the strongest discussion activity; it best represents the cluster\u2019s import/loading/core-utility theme better than the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the most generally impactful and system-level item in an otherwise diverse cluster, making it the best single issue candidate.", + "best_issue_reason": "issue:44246 is the best overall issue candidate because it is broad, high-activity, and closest to a cluster-level core library problem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but one is a sliding_window bug and the other is a chat/runtime crash; different code paths and symptoms." + }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different packages; not the same defect." + "reason": "Both are import errors, but they refer to different missing symbols in different packages; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is Nemotron-specific Flash Attention 2.0 support, the other is a generic Flash Attention topic; too broad to be the same fix." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Separate missing-import problems for unrelated names/modules." + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and different subsystems." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. Different code paths." + "reason": "Completely different problems: terminal ANSI output vs GLM-5 RoPE implementation." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "ANSI-output handling and GLM-5 RoPE implementation are unrelated issues." + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe `sys.modules` access in modeling_utils." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to a pytest-xdist race in testing utils." + "reason": "Core utility import/access bug versus a pytest-xdist file race; unrelated failure modes." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache behavior and removal of is_torch_fx_available are different regression classes." + "reason": "Both mention v5 regressions, but one is generation cache/chunked prefill and the other is `is_torch_fx_available` removal breaking trust_remote_code models." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Load-balancing loss logic and Gemma-3 eos_token_id config mismatch are unrelated." + "reason": "Import latency and Gemma eos_token_id mismatch are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different model families and different failures: router-loss accounting vs AMP/CUDA crash." + "reason": "Different model losses and different failure modes; no shared code path." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma4 token-type defaults are unrelated model-specific issues." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A position_ids buffer error and a tokenizer-speed regression are not the same issue." + "reason": "Registering `position_ids` as a buffer and a slowdown after upgrade are not the same bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor vs DeepSpeed ZeRO3 BertModel index error; unrelated." + "reason": "ImportError for a processor class versus a ZeRO3/BertModel IndexError; different layers of the stack." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-related, but they concern different model families and different missing-fields/loading behaviors." + "reason": "Both concern strict config handling, but they affect different model families and different missing fields." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenization regression and resize_token_embeddings propagation are different bugs." + "reason": "Tokenizer behavior regression versus resize_token_embeddings not updating output embeddings; not the same concrete issue." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription handling are unrelated." + "reason": "Output embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs wording for TextClassificationPipeline is unrelated to sys.modules access in modeling_utils." + "reason": "Documentation mismatch versus low-level `sys.modules` access bug." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize behavior and general tokenization changes are not the same defect." + "reason": "Resize-token-embeddings behavior is not the same as a general tokenization-version-change report." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus and ANSI code emission are unrelated." + "reason": "Generation kwargs/update logic and ANSI-reporting output are unrelated." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading and Gemma4 multi-GPU OOM are distinct problems." - }, - { - "left": "issue:44496", - "right": "issue:45003", - "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are different problems with no shared code path." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both mention SAM3, but one is a pixel-decoder implementation issue and the other is a model-type warning from config mismatch." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "A loading failure on transformers>=5.1.0 and hidden tokenizer errors from protobuf exception handling are unrelated." + "reason": "Loading a specific model on v5.1.0 and protobuf decode-error handling are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe `sys.modules` access are distinct issues." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing Qwen3.5MoeVisionConfig field and AutoModelForCausalLM.from_config text_config unwrapping are different config-handling bugs." + "reason": "Both are Qwen composite-config issues, but one drops a specific vision config field while the other fails to unwrap `text_config`; not the same bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a ZeRO3 deque index error are not the same code-path problem." + "reason": "Both involve DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a ZeRO3 deque underflow; different failure paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate defaults and MoE load-balancing loss are unrelated." + "reason": "Audio processor sampling-rate defaults and import performance are unrelated." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache on second forward pass vs Gemma 4 token-type defaults are different bugs." + "reason": "A stale indexer cache on second forward pass is not the same as Gemma4 token-type defaults." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "A tied-weights warning in Qwen3-Next and a patchtsmixer post_init policy change are unrelated." + "reason": "Different models and different issues: tied-weights warning versus optional post_init handling." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video-related, but they affect different models and different failure points." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both involve embedding/tied-weight behavior, but one is serialization consistency and the other is resize propagation into decoder embeddings; not the same underlying bug." + "reason": "Both are multimodal/video-adjacent, but one is a missing vision-encoder attribute and the other is a video-input processing ValueError." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A tied-embeddings warning and a stale num_return_sequences warning are unrelated." + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are unrelated." } ] }, @@ -10934,7 +10978,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28282", "issue:30990", @@ -10950,22 +10994,20 @@ "issue:43646", "issue:43673", "issue:43704", - "issue:43873", "issue:43931", "issue:44038", "issue:44162", "issue:44188", "issue:44297", - "issue:44351", "issue:44361", "issue:44368", + "issue:44466", "issue:44623", "issue:44661", "issue:44734", "issue:44749", "issue:44869", "issue:44933", - "issue:44945", "issue:44977", "issue:44995", "issue:45081", @@ -10975,20 +11017,24 @@ "issue:45230", "issue:45278", "issue:45310", + "issue:45335", "issue:45356", "issue:45375", "issue:45381", "issue:45397", "issue:45459", "issue:45478", + "issue:45563", "issue:45588", "issue:45600", "issue:45656" ], "soft_pairs": [ + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44368|issue:45563", "issue:44368|issue:44977", "issue:44995|issue:45588", - "issue:45397|issue:45656", "issue:43673|issue:44734", "issue:45137|issue:45600", "issue:43931|issue:44368", @@ -11005,253 +11051,251 @@ "issue:28282|issue:30990", "issue:42994|issue:43482", "issue:42371|issue:45092", - "issue:43475|issue:45381", - "issue:43475|issue:43643", "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:43475|issue:45381", "issue:44038|issue:44623", "issue:41628|issue:44933", "issue:45081|issue:45103", "issue:43475|issue:44661", "issue:42994|issue:43525", "issue:45375|issue:45478", - "issue:42673|issue:43704", "issue:43232|issue:44188", - "issue:43873|issue:44945", - "issue:45310|issue:45375", - "issue:41628|issue:44351" + "issue:42673|issue:43704", + "issue:45310|issue:45375" ], - "prepared_review_unit_hash": "3a82fd340f8e2c0f553641ab7a1c66894debb5e51293a973f4da26bb0c565e69", + "prepared_review_unit_hash": "0c74d2e61043e038ad2dd9837dc7aec042179d71516baf5ff44d86548c574127", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37434, - "estimated_input_tokens": 9359, - "estimated_eval_tokens": 18974 + "serialized_chars": 37570, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of superficially similar Transformers bug reports, but the only clear duplicate edge is the repeated Qwen3ForCausalLM VRAM leak report. The rest differ by model, subsystem, or concrete failure mode despite overlapping keywords like v5, quantization, generation, or import errors.", - "confidence": 0.92, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier, more discussed report of the exact same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage as issue:43704.", + "summary": "This cluster is mostly heterogeneous v5 regression reports and not one single duplicate set. The only clear duplicate groups are the repeated Qwen3ForCausalLM VRAM leak report and the Qwen3.5-Moe from_pretrained/config-field failures.", + "confidence": 0.69, + "canonical_issue_reason": "45278 is the broadest, most umbrella-style report in the set: a general import/regression breakage after upgrading to 5.5.0. It is the best single anchor for the cluster because many other items are narrower one-off model or subsystem failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue in this cluster: it is an exact duplicate candidate with clear repro context and a specific code-path bug, unlike the many broader or unrelated reports here.", + "best_issue_reason": "45278 is the most useful issue to triage first because it captures the widest shared symptom pattern and is open, while most other items are narrower, model-specific, or unrelated to the main regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied-embedding/serialization behavior, but one is about lm_head weight serialization and the other about resize_token_embeddings not propagating to decoder.embed_tokens. Related area, different bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is a Gemma-4 from_pretrained/Zero3 loading failure; the other is an optimizer step being invoked twice under DeepSpeed. Different code paths and symptoms." + }, { "left": "issue:44368", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tie_word_embeddings warning during LoRA fine-tuning while the other is a flash-attention generation failure. Different bugs and code paths." + "reason": "Both mention warnings, but they concern unrelated behaviors: tied-embedding warnings during Qwen fine-tuning versus a stale num_return_sequences warning in paged generation." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "GlmMoeDsa stale indexer cache on second forward pass is unrelated to flash_attention.py crashing on s_aux=None for sink-less models." + "reason": "The first is about a tie_word_embeddings warning; the second is a Qwen3.5 flash-attention generation failure. Same model family is not enough to merge them." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained failure and a double optimizer-step bug with deepspeed are different failures with no shared concrete code-path." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to a flash_attention AttributeError on s_aux=None." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "One is a GenerationMixin cache regression in chunked_prefill; the other is a transformers serve tensor-indexing crash in /v1/responses. Not the same bug." + "reason": "Both are generation/cache bugs, but one is a missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation. Different failures." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and a broken auto_mappings reference to removed Sam3LiteText configs are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is a model-loading error; the other is a warning about tie_word_embeddings during fine-tuning." + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in Qwen3.5 fine-tuning are not the same bug." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "A missing import from image_utils and tokenizer error masking when protobuf is absent are separate import/exception-handling issues." + "reason": "Both are import/tokenizer-related, but one is a missing image_utils import and the other is protobuf error handling hiding tokenizer parse errors. Different fixes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding on a trailing replacement character and a Kimi-K2.5 tokenizer regression are different tokenization/decoding bugs." + "reason": "Whisper trailing-replacement decoding crash and Kimi-K2.5 codec/fix_mistral_regex regression are distinct tokenizer issues." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "sync_gpus generation kwargs handling and missing GenerationMixin cache during chunked_prefill are distinct generation regressions." + "reason": "Both are generation internals, but they affect different states: sync_gpus/update_model_kwargs versus chunked_prefill cache availability." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are related only at a high level; not the same concrete bug." + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization bugs." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A generation cache regression and a broad report of many import errors after upgrading to v5.5.0 are not the same issue." + "reason": "A generation cache bug is not the same as broad import failures after upgrading to v5.5.0." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Transformers 5 breaking custom model initialization is broader than the ESM2-specific breakage described here; different impacted code paths." + "reason": "AutoConfig remote-code missing fields and an ESM2 broken-workflow report do not share the same underlying defect." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer attribute errors on tasks and a performance slowdown after upgrading to 5.3.0 are unrelated." + "reason": "MLukeTokenizer task AttributeError and a Chinese report about slower filtering after upgrade are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained and optimizer.step being called twice under deepspeed are completely different behaviors." + "reason": "Missing processor save files and a DeepSpeed double-step optimizer bug are different subsystems and symptoms." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A throughput regression after upgrade and duplicate optimizer stepping with deepspeed do not describe the same bug." + "reason": "Performance regression after upgrade and DeepSpeed optimizer double-step are not the same issue." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression after upgrade is not the same as Qwen3.5 Moe from_pretrained failing." + "reason": "The filtering slowdown report and Qwen3.5-Moe from_pretrained failure are unrelated." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "AutoModel import error due to missing PyTorch and Sentence Transformers hanging while loading are unrelated installation/runtime problems." + "reason": "AutoModel PyTorch ImportError and Sentence Transformers stuck loading are both environment/loading complaints, but not the same underlying bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure with v5 are different model I/O problems." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/load-path problems." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API-setting guidance and old InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 API settings guidance and old InternVL2 remote-code meta-init incompatibility are unrelated." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "SAM 3 video missing fpn_position_embeddings and qwen2.5-vl video vision_position_ids mismatch are separate video-model bugs." + "reason": "A placeholder bug report and a specific Gemma-4 loading issue are not duplicates." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing field on Sam3VisionEncoderOutput is unrelated to AutoConfig returning missing fields under trust_remote_code=True." + "reason": "SAM 3 Video missing attribute and AutoConfig trust_remote_code field loss are different model/config problems." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "A generic bug report and a specific Gemma-4 Zero3 loading failure are not duplicates." + "reason": "SAM 3 Video missing fpn_position_embeddings and Qwen2.5-VL video position-id errors are unrelated model-specific bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not share the same failure mode." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Two import errors, but for different symbols and different subsystems: AutoImageProcessor versus image_utils." + "reason": "Both are import errors, but one is AutoImageProcessor export/import and the other is a missing import from image_utils; not the same symbol or root cause." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "A Mistral regex patch crash and an auto_docstring future-annotations crash are unrelated exceptions." + "reason": "Mistral regex patching crash and docstring-annotation AttributeError are unrelated." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 video output attribute loss and add-new-model-like failing on TOKENIZER_MAPPING_NAMES are different failures." + "reason": "SAM 3 Video attribute error and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different issues." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized saving failure and Llama4Config missing pad_token_id are separate model/config issues." + "reason": "Quantized save failure and Llama4Config missing pad_token_id are separate bugs." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig and a Qwen3.5 Moe from_pretrained error are related by model family only, not the same concrete bug." - }, - { - "left": "issue:42673", - "right": "issue:43704", "accept": true, - "reason": "Exact same title and same failure mode: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads. This is a clear duplicate." + "reason": "Both are Qwen3.5-Moe from_pretrained/config-loading failures around the same v5-era regression; the missing deepstack_visual_indexes field is a plausible root cause of the reported loading error." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "A generation kwargs update bug after sync_gpus and attention-kernel divergence under torch.compile are different issues." + "reason": "GenerationMixin cache handling after sync_gpus and divergent attention kernels under torch.compile are different problems." }, { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and incorrect LLM output under pipeline parallelism do not share the same root cause." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These have the same title and describe the same Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "One is a Qwen3.5 Moe from_pretrained error; the other is a missing config field silently dropped by strict serialization. Related ecosystem, different bugs." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "AutoImageProcessor missing import and HybridCache missing import are separate API export regressions." + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe from_pretrained regression; one is the generic loading error and the other is the missing config field that likely triggers it." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: issue:42673 and issue:43704 are indeed identical titles with a clear duplicate pattern, and the rest of the cluster is mostly separated by model or subsystem. The soft-edge rejections are conservative overall and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate calls are mostly well-supported by title/body alignment, especially the exact Qwen3ForCausalLM VRAM-leak pair and the closely related Qwen3.5-Moe from_pretrained/config-field reports. The umbrella choice of issue 45278 is also reasonable given the broad import-regression wording and open state." }, "evaluator_used": true, "retried": false, @@ -11270,7 +11314,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:30333", "issue:30990", @@ -11293,13 +11337,15 @@ "issue:43723", "issue:43784", "issue:43824", + "issue:43873", "issue:43976", "issue:44038", - "issue:44060", "issue:44079", + "issue:44164", "issue:44188", "issue:44222", "issue:44242", + "issue:44351", "issue:44373", "issue:44496", "issue:44568", @@ -11311,263 +11357,261 @@ "issue:44945", "issue:44964", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", - "issue:45356", "issue:45561", "issue:45712", "issue:45753", "issue:45812" ], "soft_pairs": [ + "issue:43873|issue:44945", + "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:42831|issue:44222", - "issue:42222|issue:45200", "issue:44222|issue:45310", - "issue:36010|issue:41628", "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", "issue:42175|issue:45712", - "issue:42994|issue:43824", + "issue:42222|issue:45200", "issue:43232|issue:44792", - "issue:43377|issue:44242", "issue:44038|issue:45310", + "issue:43377|issue:44242", "issue:43526|issue:45561", "issue:43504|issue:45561", "issue:44496|issue:45561", "issue:44964|issue:45137", "issue:42175|issue:44933", "issue:42898|issue:44568", - "issue:43479|issue:44869", "issue:30990|issue:35141", + "issue:43479|issue:44869", "issue:43976|issue:44933", "issue:43479|issue:44079", - "issue:43784|issue:43824", "issue:44188|issue:44373", + "issue:43784|issue:43824", "issue:44623|issue:45310", - "issue:43278|issue:45137", "issue:42898|issue:45812", + "issue:43278|issue:45137", "issue:44734|issue:45103", - "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:44060|issue:45125", - "issue:42898|issue:45356" + "issue:30333|issue:33290" ], - "prepared_review_unit_hash": "fa44a991afb32d81abb7feb027f8a9dd1da1d160227b175565e56a5be1f05365", + "prepared_review_unit_hash": "ac47414d480a2fd99e259e542ce2fc5dd188dbb7b0a03e77d6869594c4cffafe", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36918, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated transformers bugs that were grouped by loose title similarity rather than shared root cause. No soft pair looks like a safe duplicate merge candidate.", - "confidence": 0.24, - "canonical_issue_reason": "issue:43824 is the strongest single anchor only because it has the most concrete user-facing import regression signal and the highest reference activity; however, the cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "summary": "This cluster is broad and mostly consists of unrelated Transformers bug reports. Several items are thematically adjacent (imports, tokenizer regressions, save/load issues), but none of the proposed soft pairs look like the same concrete bug/change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the strongest representative because it is a high-signal, widely referenced concrete regression report (import failure in a specific model class) among otherwise scattered bug topics.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most actionable representative of the set: it is a concrete import failure, has strong discussion/reference signals, and is self-contained enough for triage even though it does not unify the other issues.", + "best_issue_reason": "issue:43824 is the best overall issue to represent the cluster because it has strong discussion/inbound references and a clear, user-impacting failure mode; the rest of the items are too heterogeneous for a tighter canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths; not the same bug." + }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen models, but one is incorrect LLM output under pipeline parallelism and the other is an infinite loop on a specific image; different failure modes and likely different code paths." + "reason": "Pipeline-parallel output mismatch is unrelated to a model-specific infinite loop on one image." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "One is an accuracy regression in FineGrainedFP8, the other is a save_pretrained failure for FP8 moe models; related theme, but not the same bug." + "reason": "Accuracy degradation with FineGrainedFP8 is not the same as FP8 save_pretrained failing for MoE." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + "reason": "One is a save_pretrained issue, the other is a from_pretrained load failure; related model family, but different concrete bugs." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Both involve FP8/Qwen-related regressions, but one is moe save_pretrained and the other is a from_pretrained error on transformers>=5.4.0; not the same concrete bug." + "reason": "Generation cache issue during chunked prefill is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols (GenerationMixin vs AutoImageProcessor) and different compatibility problems." + "reason": "Both are import failures, but they concern different exported symbols and different regressions." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Chunked prefill GenerationMixin cache issues and attention-kernel divergence under torch.compile are separate generation vs kernel behaviors." + "reason": "Quantized saving failure and extra_state handling are both serialization-related, but not the same underlying bug." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Package backend dependency omission and leftover dummy classes leaking into dir(transformers) are unrelated maintenance issues." + "reason": "Packaging/backend dependency omission is unrelated to leftover dummy classes leaking into the namespace." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Quantized model saving and missing Qwen2.5-VL import are different subsystems and failure surfaces." + "reason": "VitPose loading breakage and Gemma4 token type defaults are distinct model-specific issues." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "A generation kwargs update bug after sync_gpus is unrelated to a failed janus image-generation test." + "reason": "Generation kwargs sync bug and Janus image-generation test failure do not describe the same code path." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder and router-logits load-balancing loss are different model behaviors." + "reason": "Both mention Qwen MoE models, but they appear to be different version/model-loading regressions." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3.5 Moe both concern Qwen, but the model variants and reported from_pretrained failures are not clearly the same bug." + "reason": "Padding-mask batching mismatch is unrelated to router-logit load-balancing loss behavior." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug and a pytest-xdist race on captured_info.txt are unrelated." + "reason": "ImageProcessor label reduction bug is unrelated to an xdist file-race in testing utils." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit semantic-segmentation preset loading and an xdist file race are different issues with no shared code path." + "reason": "Legacy-field model loading failure and a captured_info.txt race are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model loading in from_pretrained is unrelated to the testing-utils captured_info.txt race." + "reason": "Model config/type recognition failure is unrelated to the xdist worker race." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are distinct runtime problems." + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque error are separate problems." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Tensorflow backend packaging and a nonexistent import from image_utils are separate import/package issues." + "reason": "Backend dependency packaging and non-existent import export issues are different kinds of failures." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "clean_up_tokenization_spaces behavior changes and add_special_tokens BOS/EOS regression are different tokenizer semantics." + "reason": "Both are tokenizer regressions in v5, but one concerns cleanup behavior and the other special-token insertion; not the same bug." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Default vision/audio config initialization and Whisper timestamp decode crash are unrelated multimodal vs speech bugs." + "reason": "SentenceTransformer loading hang is unrelated to post_init reinitializing resized embeddings." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Sentence Transformers loading hang and token-embedding reinitialization after resize are unrelated issues." + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility for transformers 5.1.0 and a missing image_utils import are not the same defect." + "reason": "Python version compatibility and a missing image_utils import are unrelated." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Incorrect multimodal config defaults and ModelOutput key assignment when previously None are different object-initialization bugs." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import failure are both import-related but affect different modules and causes." + "reason": "Default multimodal config initialization and ModelOutput key assignment are different code paths." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence under compile and a wrong docstring for position_ids are unrelated; one is a runtime bug, the other documentation." + "reason": "Attention-kernel branching under compile is unrelated to a docstring issue." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Missing processor.save_pretrained files and Qwen3.5 Moe from_pretrained regression are separate save/load problems." + "reason": "Both involve import-time failures with latest transformers, but they are different symbols and likely different breakages." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Embedding dtype drift during evaluate and a ZeRO3 deque pop error are unrelated training/runtime failures." + "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Tokenizer cleanup behavior change and Granite token ID regression are both tokenizer issues, but they concern different APIs and distinct regressions." + "reason": "Different tokenizer regressions affecting different behaviors and model families." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "KV-cache continuation crash in transformers serve and auto_docstring annotation handling are unrelated." + "reason": "Embedding dtype drift in eval is unrelated to a ZeRO3 deque underflow." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "MLflow reporting after failed training and OOM with Adafactor in DeepSpeed are different training/runtime problems." + "reason": "Server KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS regression are both tokenization-related, but not the same failure." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both concern Qwen MoE tensor-related behavior, but one is tied-weights warning logic and the other is missing _tp_plan for tensor parallelism." + "reason": "Tokenizer loading failure and BOS/EOS add_special_tokens regression are distinct issues." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Tokenizer cleanup semantics and Kimi-K2.5 codec/regex regression are different tokenizer regressions." + "reason": "MLflow reporting of failed jobs is unrelated to an OOM in DeepSpeed Adafactor training." } ] }, @@ -11589,16 +11633,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:22355", "issue:28282", "issue:30333", - "issue:30990", "issue:34689", "issue:35141", "issue:36331", - "issue:38175", "issue:41628", "issue:42757", "issue:42831", @@ -11609,6 +11651,7 @@ "issue:43644", "issue:43723", "issue:43874", + "issue:44060", "issue:44190", "issue:44206", "issue:44222", @@ -11618,7 +11661,6 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44442", "issue:44448", "issue:44483", "issue:44484", @@ -11632,7 +11674,9 @@ "issue:44991", "issue:45092", "issue:45103", + "issue:45125", "issue:45310", + "issue:45356", "issue:45357", "issue:45405", "issue:45406", @@ -11642,14 +11686,16 @@ ], "soft_pairs": [ "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", "issue:42898|issue:44779", "issue:45405|issue:45712", "issue:42898|issue:44448", "issue:44295|issue:45656", "issue:44933|issue:45712", "issue:44222|issue:44297", - "issue:43116|issue:44190", "issue:44297|issue:45656", + "issue:43116|issue:44190", "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:44206|issue:45103", @@ -11657,14 +11703,14 @@ "issue:41628|issue:42757", "issue:22355|issue:28282", "issue:30333|issue:36331", - "issue:30333|issue:34689", + "issue:44297|issue:45310", "issue:43232|issue:45834", "issue:44222|issue:44484", - "issue:44297|issue:45310", + "issue:30333|issue:34689", "issue:43723|issue:44977", "issue:28282|issue:30333", - "issue:30333|issue:35141", "issue:44263|issue:45092", + "issue:30333|issue:35141", "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:44373|issue:44485", @@ -11673,248 +11719,234 @@ "issue:44261|issue:45092", "issue:45092|issue:45357", "issue:43723|issue:44871", - "issue:30990|issue:38175", - "issue:43723|issue:44991", - "issue:43723|issue:44442" + "issue:43723|issue:44991" ], - "prepared_review_unit_hash": "f876f7c2ff604678575108c31162c0dc0bb6a130babbf60e67c7e0a93844f81c", + "prepared_review_unit_hash": "722274dfd80e165ba9ff3ed0c03d704a868d85f1d6a6037c060294336ac05e02", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38005, - "estimated_input_tokens": 9502, - "estimated_eval_tokens": 19260 + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly noisy and spans several unrelated regressions. The only noticeable subcluster is around v5 tokenizer loading/import behavior, but none of the soft pairs are close enough to treat as the same underlying bug/change.", - "confidence": 0.81, - "canonical_issue_reason": "Best representative of the main subcluster: a broad v5 tokenizer-loading regression centered on AutoTokenizer.from_pretrained, which is the closest hub for the related tokenizer issues here.", + "summary": "This cluster is mostly heterogeneous: many issues are v5 regressions or import/load errors, but they point to different symbols, models, and failure modes. I don\u2019t see any soft pair that is clearly the same underlying bug, so I reject all soft edges. The most representative issue is the core tokenizer-behavior regression in v5.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the cleanest, most general core-library regression here: it describes a concrete v5 behavior change in tokenizer cleanup, which is broader and more central than the model-specific or environment-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Most central and reusable issue for triage; it captures the broad tokenizer-loading failure mode without overfitting to one model or tokenizer implementation.", + "best_issue_reason": "issue:42898 is the strongest standalone issue in the set: clearly scoped, reproducible, and broadly relevant to Transformers behavior rather than one model or example script.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different failures: one is a missing image-processor method, the other is a remote-code/meta-init incompatibility." + "reason": "Different problems: a missing image processor method vs. remote-code/meta-init incompatibility for a different model." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different fixes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen issues: tied-weights warning vs. missing tensor-parallel plan." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is about cleanup-space behavior and the other is a model-specific wrong-output regression." + "reason": "Both involve tokenizers, but the reported behavior and likely root cause are different." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unrelated: a version pin problem versus dummy class leakage in the import surface." + "reason": "Unrelated: dependency version bump vs. leftover dummy class cleanup." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v4/v5 output differences, but the concrete bugs are different and not clearly the same code path." + "reason": "Both are v5 regressions, but one is tokenization cleanup and the other is a Pegasus output-change regression." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems: buffer access versus DeepSpeed optimizer stepping." + "reason": "Different code paths: buffer registration/read issue vs. optimizer stepping twice under deepspeed." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch imports, but one is a bad image_utils import and the other is dummy PT placeholders leaking into dir()." + "reason": "Different import/packaging issues affecting different modules and symptoms." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE weights and the other is tokenizer config metadata." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata mismatch." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Different example scripts and different failures: classification output handling versus local dataset loading." + "reason": "Tokenizer serialization metadata bug is unrelated to deepspeed optimizer stepping." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Tokenizer save metadata bug versus DeepSpeed double optimizer step; no shared concrete bug." + "reason": "Different example scripts and failures: multi-label classification output vs. local dataset loading." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Both are initialization-related, but they affect different components and different failure modes." + "reason": "Config initialization bug vs. non-persistent buffer initialization bug; not the same defect." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but one is model FP8 MoE serialization and the other is missing processor files." + "reason": "Both are save_pretrained-related, but one is MoE FP8 saving and the other is missing processor files." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Different code paths: a feature extractor argument regression versus auto-docstring annotation handling." + "reason": "Different subsystems entirely: feature extractor argument handling vs. auto-docstring annotation parsing." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy/quantization issue versus missing processor save files; unrelated." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but from different packages and different causes." + "reason": "Both are import errors, but they concern different symbols and packages." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import failures, but one is a missing submodule and the other is an optional backend dependency check." + "reason": "Different missing-import causes: transformers.onnx module vs. missing PyTorch dependency." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting and trainer loss signature mismatch are unrelated." + "reason": "Training-reporting/MLflow issue is unrelated to CustomTrainer.compute_loss signature change." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Different problems: training-job reporting versus model loading regression." + "reason": "Tokenizer save metadata bug is unrelated to Qwen3.5 from_pretrained loading failure." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs handling is unrelated to OCR index errors." + "reason": "Generation kwargs propagation bug and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Different save_pretrained topics: MoE FP8 serialization versus shard-size default behavior." + "reason": "MoE FP8 save_pretrained bug is unrelated to the max_shard_size question." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Tokenizer config metadata mismatch is not the same bug as Qwen3.5 MoE from_pretrained failure." + "reason": "MLFlow reporting on failed training is unrelated to Llama 3.2 Vision model loading regression." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer/generation regressions in v5, but they are model-specific and do not look like the same bug." + "reason": "Both are tokenizer/generation complaints, but one is AutoTokenizer loading and the other is flash-attention generation." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Completely unrelated import error and MLflow reporting issue." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training-job status reporting versus embedding resize/post_init behavior." + "reason": "Missing PyTorch import error is unrelated to MLFlow reporting on failed training jobs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Unrelated GLM indexer bug versus InternVL2 meta-init incompatibility." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Both involve serving, but one is request handling and the other is a processor attribute crash." + "reason": "Different bugs: DSA indexer torch.split behavior vs. remote-code/meta-init checkpoint incompatibility." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same module family, but different concrete bugs in the DSA indexer." + "reason": "Same broad DSA area, but torch.split return values and missing ReLU are distinct implementation issues." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation bug." + "reason": "Docstring typo/incorrect docs is not the same as a RoPE implementation bug." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer registration/read bug versus missing processor save files." + "reason": "Buffer access error is unrelated to missing processor files in save_pretrained." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat-template crash and auto-docstring annotation crash are unrelated." + "reason": "Chat-template batching crash is unrelated to auto-docstring annotation parsing." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision issue versus remote-code/meta-init incompatibility." + "reason": "Layernorm epsilon precision issue is unrelated to remote-code/meta-init incompatibility." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both mention Qwen/vision-related v5 regressions, but the failure modes are different." + "reason": "Both are Qwen/vision-related, but one is InternVL2 meta-init compatibility and the other is incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression versus tokenizer/model eos-token-id mismatch; not the same bug." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Different models and different symptoms: loading stall versus zero probabilities." + "reason": "Tokenizer loading failure and eos_token_id config mismatch are different bugs." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they are specific to different tokenizers and lack a shared concrete failure path." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer-loading failure versus AutoTokenizer failing on a specific tokenizer class; related theme, not the same underlying bug." + "reason": "Both are tokenizer loading issues, but they affect different models and likely different causes." } ] }, @@ -11936,12 +11968,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:22355", "issue:28218", "issue:30990", "issue:33357", + "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -11957,10 +11990,10 @@ "issue:43475", "issue:43479", "issue:43576", + "issue:43723", "issue:43756", "issue:43784", "issue:43824", - "issue:43937", "issue:43976", "issue:44038", "issue:44060", @@ -11969,9 +12002,8 @@ "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", - "issue:44485", + "issue:44442", "issue:44488", "issue:44514", "issue:44521", @@ -11988,252 +12020,252 @@ "issue:45753" ], "soft_pairs": [ + "issue:30990|issue:38175", + "issue:43723|issue:44442", "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:42831|issue:45310", - "issue:39401|issue:44568", "issue:44263|issue:44373", - "issue:42757|issue:45278", + "issue:39401|issue:44568", "issue:42831|issue:44038", - "issue:43756|issue:44060", + "issue:42757|issue:45278", "issue:42886|issue:42994", "issue:43232|issue:45593", + "issue:43756|issue:44060", "issue:43576|issue:43784", "issue:42831|issue:45753", "issue:42886|issue:43066", - "issue:22355|issue:28218", "issue:43122|issue:44521", "issue:42371|issue:44263", + "issue:22355|issue:28218", "issue:44117|issue:44704", - "issue:43232|issue:44743", "issue:30990|issue:33357", - "issue:42907|issue:44945", + "issue:43232|issue:44743", "issue:44295|issue:44297", "issue:44704|issue:45290", + "issue:42907|issue:44945", "issue:43122|issue:44514", "issue:41628|issue:45278", "issue:43976|issue:44945", "issue:43784|issue:45600", "issue:39401|issue:44488", "issue:43408|issue:43475", - "issue:42907|issue:43937", - "issue:44261|issue:44373", - "issue:44360|issue:44485" + "issue:44261|issue:44373" ], - "prepared_review_unit_hash": "918337310c9add629896f2dc674f7768575998cd2fce99491e61ac6ead5d6fff", + "prepared_review_unit_hash": "77c16de7b30d791b8285985c18aae3f40029a9e291eafeb26cd385cabd13beda", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36472, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36536, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes import/API regressions, tokenizer behavior bugs, multimodal/model-specific issues, and unrelated configuration/documentation problems. None of the soft pairs look like true duplicates or the same underlying fix. There are no PRs in the cluster.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it captures the general upgrade/import-regression theme that overlaps with several other reports in the set.", + "summary": "This cluster is mostly a broad false-positive mix of unrelated tokenizer, import, config, and model-specific bugs. No pull requests are present. If forced to choose an anchor, the broadest issue is the generic import-regression report, but it is not a true duplicate umbrella for the rest.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the import/load regressions, but the cluster is too heterogeneous to support a strong duplicate canonical beyond that.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue to anchor the cluster because it is the most general, clearly user-facing, and could plausibly subsume multiple import-related reports without overfitting to a narrow model-specific bug.", + "best_issue_reason": "issue:45278 best represents the largest shared theme in the cluster (import failures after upgrading), so it is the most useful triage anchor even though most items are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Both are loading/runtime complaints, but one is Sentence Transformers hanging and the other is a SigLIP2 zero-probability bug; different failures." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a generic AutoTokenizer/v5 regression and the other is a specific FastSpeech2ConformerTokenizer failure." + }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Different missing symbols and different model areas: AutoImageProcessor import vs Qwen2_5_VLForConditionalGeneration import." + "reason": "Both are import errors, but they concern different missing symbols and different model areas; not the same underlying bug." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Unrelated config bugs: multimodal default config initialization vs GPTNeoX rotary_pct resetting on reload." + "reason": "One is default config initialization for multimodal vision/audio fields; the other is rotary_pct not persisting on reload. Different config bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different failures: FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer offset_mapping bug is not the same as add_special_tokens failing to add BOS/EOS tokens." + "reason": "Both touch model behavior, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer torch.split behavior is unrelated to a wrong docstring for position_ids." + "reason": "A tensor-splitting bug and a docstring error are not the same code-path problem." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "One is a specific missing is_offline_mode import; the other is a broad collection of import errors after upgrade." + "reason": "Both are tokenization-related, but one is wrong offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different model/tooling problems: FP8 accuracy issue vs Qwen3-VL-Moe bug." + "reason": "Same broad model family area, but the reported defects are different: FP8 accuracy versus a Qwen3-VL-Moe bug." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Smollm3 RoPE-layer count discrepancy is unrelated to Qwen3-Next tied-weights warning." + "reason": "Both mention import problems, but one is a specific huggingface_hub symbol import and the other is a broader upgrade-wide import regression; not the same concrete bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer offline cache loading and quantized model saving are different code paths and symptoms." + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated behaviors." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and a tied-weights warning in Qwen3-Next are different defects." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are distinct issues." + "reason": "A broken CLI env command and a NameError while importing sentence-transformers are different components and bugs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3_5 infinite-loop behavior on a specific image." + "reason": "FineGrainedFP8 accuracy and an infinite-loop image-specific Qwen3_5 issue are not the same bug." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are separate tokenizer problems." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Missing transformers.onnx module and an extra space after added token are unrelated bugs." + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-to-version tokenization differences do not match all-zero assistant masks for multimodal inputs." + "reason": "Version-dependent tokenization differences and zero assistant masks for multimodal chat templates are distinct failures." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning is unrelated to the DSA indexer torch.split issue." + "reason": "TF32 behavior warnings and torch.split return-value issues are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs propagation are different failure points." + "reason": "Missing transformers.onnx and an extra space after an added token are unrelated tokenizer/package problems." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Generation sync_gpus behavior and recurrent-state reset in modular_qwen3_5 are not the same bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader bugs." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading hang and MacOS bus error with CLIP are different runtime failures." + "reason": "Sentence Transformers hanging and a MacOS bus error on a CLIP model are different runtime issues." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Dequantized model saving failure and incorrect pipeline-parallel LLM output are unrelated." + "reason": "Both involve generation/state, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Position_ids buffer read error is unrelated to tokenizer_class mismatch in tokenizer_config.json." + "reason": "A buffer access problem with position_ids and a tokenizer_class mismatch on save_pretrained are not the same issue." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwargs passing and chat-template crashes with tool calls are different issues." + "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model saving and pipeline-parallelism output correctness are unrelated." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "General tokenization differences across versions are not the same as batched apply_chat_template crashes." + "reason": "Tokenization differences across versions and a batched apply_chat_template padding crash are different problems." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import failure is only loosely related to a broad import-error report." + "reason": "Both are import-related, but the former is a specific AutoImageProcessor symbol issue while the latter is a broad upgrade regression; not the same concrete bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility regression and pipeline-parallel output corruption are different problems." + "reason": "Python-version support and pipeline-parallelism output correctness are unrelated." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to stale auto_mappings references to removed configs." + "reason": "An import NameError in sentence-transformers and broken auto_mappings references for removed Sam3LiteText configs are different bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug is unrelated to a model loading failure for cjvt/sleng-bert." + "reason": "Wrong offset_mapping and failing to load a tokenizer from cache are distinct tokenizer issues." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Wrong model-type warning and missing fpn_position_embeddings attribute are distinct SAM 3 issues." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Quantized model saving failure and invalid GenerationConfig are different subsystems and symptoms." + "reason": "A model-type mismatch warning and a missing attribute on Sam3VisionEncoderOutput are related to SAM3 but are different concrete defects." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision error from missing rms_norm_eps is not the same as a wrong docstring." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer lacking ReLU and GLM-5 RoPE implementation are unrelated model-specific bugs." + "reason": "Missing rms_norm_eps causing precision error and a wrong docstring for position_ids are not the same problem." } ] }, @@ -12255,7 +12287,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:22355", "issue:29127", @@ -12288,6 +12320,7 @@ "issue:44295", "issue:44297", "issue:44351", + "issue:44360", "issue:44485", "issue:44521", "issue:44625", @@ -12306,12 +12339,14 @@ "issue:45753" ], "soft_pairs": [ + "issue:42907|issue:43937", + "issue:44360|issue:44485", "issue:44625|issue:44829", "issue:39401|issue:44521", "issue:43116|issue:45200", "issue:29127|issue:30990", - "issue:42907|issue:44964", "issue:44038|issue:44297", + "issue:42907|issue:44964", "issue:43122|issue:44779", "issue:44038|issue:44295", "issue:36296|issue:43116", @@ -12320,171 +12355,177 @@ "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:42757|issue:44351", - "issue:43278|issue:44945", "issue:43493|issue:45753", + "issue:43278|issue:44945", "issue:42907|issue:44222", "issue:43122|issue:44977", "issue:43992|issue:44704", - "issue:43066|issue:44779", "issue:43784|issue:45446", + "issue:43066|issue:44779", "issue:38617|issue:45278", "issue:42673|issue:45072", "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42371|issue:43874", - "issue:43976|issue:45446", "issue:43064|issue:43673", - "issue:42222|issue:43441", - "issue:43116|issue:43493" + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441" ], - "prepared_review_unit_hash": "cb23cd07c2291dd5f8ec298a4b030edaca47acfaabb2c9dd8af8b0b903656410", + "prepared_review_unit_hash": "d93a6202d497ba5fdccb0f25bbde194907967c57fa7e874d8d692df8aa6eac32", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35753, - "estimated_input_tokens": 8939, - "estimated_eval_tokens": 18134 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers bug reports across different models, APIs, and failure modes. The only broadly representative issue is the open v4\u2192v5 import-regression report; none of the soft pairs look like true duplicates or mergeable together as one fix.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report here (multiple import errors after upgrading 4.57.0 to 5.5.0), so it best represents the small import-regression subset.", + "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, import-, or training-specific bugs rather than duplicates. I would not merge any soft pair, and there is no strong single canonical issue/PR for the set.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best issue to anchor triage because it is open, cross-cutting, and more general than the model-specific or single-symbol bug reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: dequantized model save/load vs invalid GenerationConfig validation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer discussion is unrelated to GLM-5 RoPE implementation." + }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Different bugs: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + "reason": "Qwen3.5 num_labels propagation is unrelated to flash-attention training degeneration." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization-adjacent behavior, but one is offset_mapping and the other is assistant_mask generation for multimodal chat templates." + "reason": "Qwen3 tokenizer offset_mapping and multimodal assistant_masks are different failure modes." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output bug is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "Run_classification multi-label output issue is unrelated to Gemma 4 multimodal token IDs." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to Sentence Transformers loading stalls." + "reason": "LayoutLMv3 error message clarity and Sentence-Transformers loading hang are unrelated." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different code path from loading Phi-4 multimodal instruct." + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained config mismatch are distinct." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL-Moe failure is unrelated to tokenizer_config tokenizer_class mismatch during save_pretrained." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to Phi-4 multimodal loading." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenization regressions, but they affect different model families and concrete tokenizer behavior." + "reason": "Tokenization regression in v5 is too broad; Deepseek-specific incorrect results are a separate bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Different failures: Qwen3-VL-Moe vs a position_ids buffer access error." + "reason": "Qwen3-VL-Moe bug is unrelated to position_ids buffer registration behavior." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel optimizer-state bug is unrelated to the classification example returning empty results." + "reason": "Tensor-parallel training bug is unrelated to classification example output." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf_file loading failures are separate issues." + "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different code paths." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different modules." + "reason": "Missing Qwen2.5-VL export and missing HybridCache import are separate import regressions." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Different MoE/model bugs: Qwen3-VL-Moe vs FP8 save_pretrained for moe models." + "reason": "Both involve Qwen3.5/Qwen3-VL-Moe, but one is model loading and the other FP8 save_pretrained." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related to Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading; not the same concrete bug." + "reason": "Qwen3.5 checkpoint save regression is distinct from Qwen3.5-Moe from_pretrained load error." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Separate missing imports from different packages and symbols." + "reason": "Missing is_offline_mode and missing HybridCache are different missing-symbol import errors." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to incorrect outputs under pipeline parallelism." + "reason": "SigLIP2 implementation discrepancy is unrelated to Qwen3_5 image infinite loop." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-specific infinite loop are unrelated." + "reason": "Embedding dtype drift in evaluate and pipeline-parallel incorrect output are separate problems." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both involve saving, but they are different models and different quantization formats." + "reason": "Dequantized save failure and FP8 save_pretrained moe are different save-path bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation failure are different bugs." + "reason": "Generic v5 tokenization differences are not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both use from_pretrained, but one misses a weight load and the other drops kwargs when resolving files." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer decoder type bug is not the same as Deepseek tokenization changes in v5." + "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader issues." }, { "left": "issue:43784", @@ -12492,59 +12533,65 @@ "accept": false, "reason": "Sentence-transformers import NameError and flex_attention version check are unrelated." }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression is not the same as Deepseek-specific tokenization corruption." + }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not the same underlying bug as a broad report of multiple import errors." + "reason": "Specific missing layer_type_validation import and broad many-import-errors report are not the same concrete bug." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in multi-threaded loading is unrelated to bfloat16 dtype mismatches." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatch in CI inference." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation are distinct issues." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "onnx module import failure is unrelated to LayoutLMv3 error-message clarity." + "reason": "onnx module import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Python version support regression is unrelated to an AuxRequest flex_attention version-check bug." + "reason": "TF32 behavior settings and GLM46V image-patches AttributeError are unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state mismatch under FSDP2/PEFT is unrelated to missing GenerationMixin cache during chunked prefill." + "reason": "FSDP2 optimizer state bug and missing GenerationMixin cache are different training/generation bugs." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Broken vitpose model code and Ministral-3 flash-attention failure are different model-specific regressions." + "reason": "Python version support regression and flex_attention version check are unrelated." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification example output bug is unrelated to SigLIP2 implementation discrepancy." + "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose imports and Ministral-3 FlashAttention failure are different model-specific issues." } ] }, @@ -12566,7 +12613,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:33453", "issue:38617", @@ -12574,13 +12621,13 @@ "issue:41628", "issue:42222", "issue:42371", + "issue:42490", "issue:42617", "issue:42673", "issue:43116", "issue:43408", "issue:43421", "issue:43450", - "issue:43577", "issue:43582", "issue:43742", "issue:43825", @@ -12622,10 +12669,10 @@ "issue:43116|issue:43825", "issue:45357|issue:45478", "issue:44038|issue:45478", - "issue:45083|issue:45446", "issue:43937|issue:45563", - "issue:33453|issue:39401", + "issue:45083|issue:45446", "issue:44117|issue:45588", + "issue:33453|issue:39401", "issue:43827|issue:45446", "issue:39401|issue:44779", "issue:43937|issue:44977", @@ -12634,229 +12681,229 @@ "issue:43450|issue:43986", "issue:45405|issue:45446", "issue:45341|issue:45561", - "issue:38617|issue:41628", "issue:44117|issue:45081", + "issue:38617|issue:41628", "issue:39401|issue:43421", "issue:44410|issue:45310", "issue:44484|issue:45310", "issue:44829|issue:45216", - "issue:42673|issue:43582", "issue:42371|issue:44261", + "issue:42673|issue:43582", "issue:43408|issue:43742", "issue:42617|issue:45341", "issue:44933|issue:45278", "issue:42222|issue:45542", - "issue:42673|issue:43577", + "issue:42490|issue:42673", "issue:43937|issue:44496" ], - "prepared_review_unit_hash": "b9014470ca55687855d80a8ed8a191530da0de530148f63721f6ac9b88e6582c", + "prepared_review_unit_hash": "1ebbbb66a9e6c9e0f8ab99bbeb68a27d2427c0b8f671f0eef040a5962069b739", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36558, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar (often same subsystem, model family, or release, but different concrete failures). I would not merge any of the soft edges as duplicates. If forced to pick a single issue anchor, 45278 is the broadest import-regression umbrella, but it is still not a true match for most of the set.", - "confidence": 0.23, - "canonical_issue_reason": "45278 is the broadest umbrella report in the set ('many import errors after update'), so it is the closest catch-all representative for the import-regression subset.", + "summary": "This cluster is heterogeneous: most items are unrelated regressions across tokenizers, model loading, training, video processing, and import/runtime issues. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most general and discussion-rich issue here, making it the best single representative even though the overall cluster is mixed.", + "best_issue_reason": "issue:45278 is the broadest, most representative item in the set (import errors after upgrading), but it still only covers one subset of the cluster and not the full mix of unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Different bugs: optimizer argument handling vs Trainer.evaluate after train." + "reason": "Different code paths and symptoms: optimizer argument handling vs trainer evaluate-after-train failure." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Different topics: example-script multi-label output vs v5 pipeline messaging/docs." + "reason": "One is multi-label classification output in an example script; the other is a v5 pipeline deprecation/error-message issue." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Different code paths: save_pretrained serialization vs from_pretrained loading failure." + "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint serialization and the other is from_pretrained loading; different bugs." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different model families and failure modes; not the same bug." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Unrelated helper behavior in qwen3_omni_moe vs a flex_attention version-check import issue." + "reason": "Same family name, but different model variants and different failure modes; not clearly the same underlying loader bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs stale warning text; different problems." + "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning about num_return_sequences in paged generate()." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Both tokenizer-related, but different models and symptoms (loading regression vs offset_mapping bug)." + "reason": "Completely different subsystems: feature-extractor length helper vs flex_attention PyTorch version check." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback bug vs flash_attention crash; unrelated." + "reason": "Tokenizer mapping fallback bug and flash_attention sink-less-model crash are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is incorrect offset_mapping for a specific tokenizer." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() vs a runtime import/version check issue." + "reason": "Docs/pipeline removal issue is unrelated to a flex_attention import/version-check bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different root causes." + "reason": "Different tokenizer regressions on different models; too broad to treat as the same defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid vs flash-attention generation behavior; not the same issue." + "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are different bugs." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM vs an isolated reproduction of a different issue." + "reason": "One is a VRAM leak in multi-threaded dataloaders; the other is an isolated reproduction of a different earlier issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Different failures: init_empty_weights TypeError vs PretrainedConfig type-checking regression." + "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking breakage are separate API regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision." + "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are related to video, but not the same concrete issue." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version pinning issue vs PyTorch version gating in flex_attention." + "reason": "Dependency-version bump policy and a flex_attention import guard are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing_utils, but one is a generic bug and the other is a specific xdist race." + "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not the same underlying problem." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Different missing imports/symbols; same broad symptom but not the same underlying export bug." + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are distinct tokenizer bugs." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Token mapping None vs Mistral regex patch crash; different tokenizer paths." + "reason": "Both are import errors, but for different missing symbols and different modules." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Different tokenizer bugs: offset_mapping correctness vs runtime special-token post-processor sync." + "reason": "Offset mapping correctness and runtime special-token post-processor updates are separate tokenizer behaviors." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next vs Qwen3.5 from_pretrained error; different concrete failures." + "reason": "Both mention Qwen3, but one is missing projections in a layer and the other is a from_pretrained loading error." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs model loading error; unrelated." + "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE loading failures." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Training degeneration under flash_attention_3 vs incorrect saved checkpoint contents." + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are different bugs." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "VRAM leak in dataloader threads vs Apple Silicon warmup TypeError; unrelated." + "reason": "TF32 settings guidance and missing rms_norm_eps in MLA config are unrelated." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "TF32 API guidance vs MLA precision/config epsilon bug." + "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3 vs key error loading MobileLLM; different loading problems." + "reason": "SAM3 model-type warning and MobileLLM key error are separate model-loading issues." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure vs a testing_utils bug; no shared underlying defect." + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import is not enough to equate it with a broad 'many import errors' report." + "reason": "A missing image_utils import is not the same as a broad collection of import errors after upgrade." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage vs TensorFlow backend detection issue; unrelated." + "reason": "VitPose breakage and missing-TensorFlow/tensorboard backend error are unrelated." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs dtype propagation in BLIP2; unrelated." + "reason": "Local-model trailing-slash import warning and Qwen3ForCausalLM VRAM leak are different failures." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig vs unrecognized model/config.json missing model_type; different load-time failures." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized OLMo-Hybrid model loading are unrelated." } ] }, @@ -12878,7 +12925,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:38617", "issue:41628", @@ -12931,19 +12978,19 @@ ], "soft_pairs": [ "issue:42175|issue:42222", - "issue:44075|issue:45656", "issue:44483|issue:45464", "issue:38617|issue:44220", "issue:42371|issue:42831", "issue:43066|issue:43122", - "issue:43012|issue:43577", + "issue:44075|issue:45656", "issue:43673|issue:45341", + "issue:43012|issue:43577", "issue:44484|issue:45478", "issue:43874|issue:44261", "issue:44410|issue:45478", "issue:43097|issue:44493", - "issue:43012|issue:43408", "issue:44263|issue:44485", + "issue:43012|issue:43408", "issue:41628|issue:45071", "issue:42222|issue:45459", "issue:43441|issue:44829", @@ -12952,34 +12999,34 @@ "issue:43335|issue:45071", "issue:45003|issue:45341", "issue:43931|issue:44038", - "issue:43986|issue:45341", "issue:43097|issue:43452", - "issue:43408|issue:44368", + "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43986|issue:44484", + "issue:43408|issue:44368", "issue:43874|issue:44263", "issue:43976|issue:45071", "issue:43986|issue:45372", - "issue:44829|issue:45245", "issue:43531|issue:45341", + "issue:44829|issue:45245", "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "ce13f384107e6f20636fc52d687e60b09f94239aeb70bcb7fff005b4acf0dfa4", + "prepared_review_unit_hash": "8993cfa9d2708962c8e65acc49e54c7e455ab0fce0d1e34644711acb23832c1f", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38035, + "serialized_chars": 38034, "estimated_input_tokens": 9509, "estimated_eval_tokens": 19274 }, @@ -12988,222 +13035,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-bug reports across packaging, tokenizers, model loaders, and optimizer behavior. I found no soft edge that clearly describes the same underlying bug/change with enough specificity to merge the pair.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43122 is the broadest clear regression report in the set, centered on tokenizer behavior changing between 4.57.3 and 5.0, which is a plausible umbrella for nearby tokenizer-related complaints.", + "summary": "This cluster is mostly a grab bag of Transformers v5/v5.4 regressions and model-specific bugs that only look similar at the title level. I did not find any soft pair that is clearly the same underlying bug/change, so I rejected them all.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45071 is the broadest, most central regression report here: a core v5.4.0 break in PretrainedConfig type checking that fits the cluster\u2019s general API/config regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most suitable duplicate target because it describes a user-visible semantic regression across versions, not just a narrow implementation detail.", + "best_issue_reason": "issue:45071 is the best representative issue because it is systemic, release-wide, and closer to the shared root theme than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Different problems: backend packaging for TensorFlow vs a broken VitPose model import path." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "Both involve optimizers, but one is about SGD arguments being ignored while the other is about DeepSpeed causing double optimizer steps." + "reason": "Packaging/backend install issue vs. a VitPose model breakage; different symptoms and code paths." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Same API area, but one is a general chat/completions failure and the other is a streaming-inference bug on a specific Qwen model." + "reason": "Both involve chat/completions, but one is a general API request rejection and the other is a Qwen3.5-0.8B streaming failure; too different to merge." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Unrelated code paths: a missing import from configuration_utils vs an issue in _torch_extract_fbank_features()." + "reason": "Unrelated import error versus audio feature extraction bug." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings behavior and FineGrainedFP8 accuracy are distinct numerical/configuration issues." + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are different issues." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is about decoder type metadata and the other is a broader tokenization output change; not clearly the same bug." + "reason": "Both tokenizer-related, but one is decoder type metadata and the other is changed tokenization behavior; not the same bug." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both mention dtype/precision, but they affect different models and different loading behaviors." + "reason": "Different optimizer problems: unused SGD args vs. duplicate optimizer stepping under deepspeed." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache behavior and a testing utility bug are unrelated." + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a compile-time warning for bfloat16 models; the other is dtype not propagating into BLIP-2 submodules." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Saving shard size defaults and a Qwen3.5 MoE from_pretrained error are separate concerns." + "reason": "save_pretrained shard-size question versus a Qwen3.5-MoE load error; no shared underlying defect." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different model components and failures: image processor method missing vs MLA layernorm epsilon handling." + "reason": "Different multimodal/model-implementation bugs in unrelated model families." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "A missing projection layer in Qwen3Next is not the same as a Qwen3.5 MoE loading failure." + "reason": "Qwen3Next missing projections and Qwen3.5-MoE from_pretrained failure are different model-specific failures." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is about a removed config helper; the other is about unexpected position-id keys during loading." + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are not the same bug." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "TF32/bfloat16 warnings and a SAM3 model-type mismatch warning are not the same issue." + "reason": "GLM tensor-split indexing and GLM-5 RoPE implementation are distinct defects." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Torch split return handling in one GLM MoE helper is distinct from a RoPE implementation bug." + "reason": "Completely different model families and failure modes." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PreTrainedConfig type checking are unrelated failures." + "reason": "AutoImageProcessor import error and PretrainedConfig type checking breakage are unrelated." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "A broken VitPose model and tokenizer error masking when protobuf is absent are different bugs." + "reason": "VitPose model breakage versus tokenizer error masking from missing protobuf are different issues." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a model-specific inference failure and the other is degenerate training with FlashAttention 3." + "reason": "FlashAttention regressions, but in different models and with different consequences; too broad to treat as one bug." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression in PreTrainedConfig is unrelated to a missing TensorFlow backend when only tensorboard is installed." + "reason": "Core config type checking breakage versus missing TensorFlow backend detection are unrelated." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model families and failure modes: Qwen3-VL weight mismatch vs Qwen3Next layer projection omission." + "reason": "Different Qwen model-family loading problems with different symptoms." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and PreTrainedConfig type checking do not share the same code path." + "reason": "SwitchTransformers sparse-layer construction bug and PretrainedConfig type checking are not the same defect." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are model-loading problems, but they involve different Qwen variants and different root causes." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "AutoProcessor/video-model dependency handling is unrelated to testing_utils." + "reason": "Both concern Qwen3 VL/MoE models, but the failures are different enough that they do not look like one underlying bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "A removed config helper and a gguf_file loading regression are different loader issues." + "reason": "Embedding tie behavior and gguf_file tokenizer/model loading failures are unrelated." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "The SAM3 model-type warning is not the same as the tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + "reason": "Video-model processor crash versus testing_utils bug; no shared root cause." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a specific physical-intelligence/fast loading failure are not the same bug." + "reason": "Tokenizer mapping None-handling and a specific model load failure may be related at a high level, but not enough evidence for the same underlying bug." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-model auto-processing without torchvision is unrelated to max_shard_size in save_pretrained()." + "reason": "Completely different areas: processor loading versus save_pretrained sharding." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warning and LoRA tie_word_embeddings warning are separate warnings." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM-related internals, but one is an image-processor method gap and the other is a torch.split indexing issue." + "reason": "Different GLM-related bugs with no clear shared code-path." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python version/package compatibility and config type checking are different concerns." + "reason": "Python-version compatibility issue versus config type checking regression." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision in AutoProcessor video loading is unrelated to the ReasoningEffort import error for Gemma 4." + "reason": "Video processor loading without torchvision and ReasoningEffort import failure are unrelated." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "FlashAttention training degeneration and the 2^24 category limit are unrelated numerical/shape constraints." + "reason": "Qwen3-MoE sliding_window bug versus testing_utils bug." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing_utils." + "reason": "FlashAttention_3 training degeneration and embedding category-limit error are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are about different missing symbols from different packages." + "reason": "Different missing imports from different modules and dependency surfaces." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different GLM issues: missing rms_norm_eps in config vs a RoPE implementation discussion." + "reason": "Different GLM bugs: missing rms_norm_eps handling versus RoPE implementation concerns." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applying in model_init are distinct training setup bugs." + "reason": "Distributed optimizer-state corruption and Liger Kernel application are separate training-path issues." } ] }, @@ -13225,10 +13272,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36683", "issue:38617", + "issue:42490", "issue:42757", "issue:42886", "issue:42907", @@ -13257,7 +13305,6 @@ "issue:44062", "issue:44117", "issue:44222", - "issue:44230", "issue:44351", "issue:44368", "issue:44380", @@ -13291,9 +13338,9 @@ "issue:43097|issue:43901", "issue:43825|issue:44655", "issue:43992|issue:44484", - "issue:43352|issue:44380", "issue:43208|issue:43550", "issue:43012|issue:43550", + "issue:43352|issue:44380", "issue:43012|issue:44368", "issue:42886|issue:43381", "issue:42907|issue:45753", @@ -13302,237 +13349,255 @@ "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43208|issue:43526", - "issue:36683|issue:43582", "issue:44483|issue:44514", + "issue:36683|issue:43582", "issue:44222|issue:45478", - "issue:43012|issue:44683", + "issue:42490|issue:43012", "issue:43618|issue:43761", - "issue:43618|issue:44380", + "issue:43012|issue:44683", "issue:42757|issue:43824", + "issue:43618|issue:44380", "issue:38617|issue:43502", - "issue:44483|issue:45290", - "issue:44038|issue:44230" + "issue:44483|issue:45290" ], - "prepared_review_unit_hash": "1c6a33e4672d25a3a752225d2fbb1ce7bec779e0c99d9fde8aacd394f3b0a7e3", + "prepared_review_unit_hash": "2d03f4dea3c6faa46d6cfae24ef6eefbaa2a6660ec889271bc6d6647b6bf5f11", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38062, - "estimated_input_tokens": 9516, - "estimated_eval_tokens": 19288 + "serialized_chars": 38091, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very broad and mostly contains unrelated Transformers regressions that only share a loose v5/compatibility/theme overlap. I do not see any soft pair that clearly describes the same underlying bug or change, so all soft edges should be rejected. The closest representative issue is the broad v5 API-breakage report around removed configuration behavior.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43097 is the broadest v5 API-compatibility regression in the set and best matches the cluster\u2019s shared theme of breaking changes, even though the rest of the items are largely unrelated.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated issues across imports, model configs, tokenizers, processors, training, quantization, and warnings. No single canonical artifact emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe distinct bugs in different subsystems and model families, with no common concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best standalone representative because it captures a core, user-visible v5 breakage rather than a narrow model-specific symptom.", + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so using any one issue as the representative would be misleading.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failure modes." + "reason": "Different missing-symbol import errors from different modules (`layer_type_validation` vs `HybridCache`)." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both concern Qwen-family configs, but they are different fields, models, and bugs." + "reason": "Different Qwen model config bugs: missing projections vs a missing `deepstack_visual_indexes` field." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer-related, but one is an AddedToken construction error and the other is a mapping/None-handling bug." + "reason": "Tokenizer construction error vs tokenizer-mapping `None` assumption; not the same failure path." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "One is a v5 config/API removal complaint; the other is a flash-attention AttributeError in a different code path." + "reason": "Unrelated issues: removed embedding-tie API vs flash-attention crash on `s_aux=None`." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both touch Qwen models, but the concrete problem is different: model support vs missing config/projection fields." + "reason": "Both involve Qwen-family models, but the concrete bugs are different and not mergeable as one fix." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Both involve kwargs handling, but one is processor loading and the other is auto-docstring introspection." + "reason": "AutoProcessor kwarg forwarding vs a docstring helper crash under future annotations; different code paths." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/local-file behavior and missing state-dict weights are unrelated bugs." + "reason": "Offline/local-file access bug vs missing checkpoint weight in UMT5Encoder." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different subsystems: video AutoProcessor dependency handling vs tokenizer mapping None-handling." + "reason": "Missing torchvision for video models vs tokenizer mapping assumptions; unrelated subsystems." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A v5 API removal is not the same as quantization offloading misbehavior." + "reason": "Embedding-tie deprecation/removal is unrelated to quantization offloading behavior." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "One is a missing model import; the other is a torchvision dependency crash in AutoProcessor." + "reason": "Different import/load failures: missing Qwen2.5-VL class vs video-model processor crash without torchvision." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Both mention tokenizer behavior, but there is no evidence they describe the same bug." + "reason": "Wrong decoder-type regression and an isolated reproduction of another issue are not shown to be the same bug." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "API removal and documentation drift for a pipeline argument are different issues." + "reason": "API removal warning issue vs documentation mismatch for `return_all_scores`; different problems." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Both involve pipeline-related behavior, but one is an error message regression and the other is save_pretrained support." + "reason": "Pipeline task-message regression vs saving Pipeline objects; distinct behaviors and code paths." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights and max_shard_size behavior are separate save/load concerns." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Both mention attention backends, but they affect different models and different concrete failures." + "reason": "Checkpoint weight loading issue vs shard-size default question; not duplicates." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different model families and different training/compile failures." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; different models and failures." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile is not the same as a SDPA compile failure." + "reason": "A PyTorch warning on bfloat16 compilation is unrelated to the Bamba compile crash." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention/backend complaints: unsupported Flash Attention 2 vs GPT-2 scaling ignored under SDPA/FA." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different symptoms: a PyTorch warning versus a tie_word_embeddings config warning." + "reason": "General precision warning vs a model config warning about `tie_word_embeddings`; not the same bug." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient checkpointing eval-mode behavior are unrelated." + "reason": "Offline cache loading failure vs gradient-checkpointing eval-mode restriction; unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop generation bug are not the same issue." + "reason": "Saving dequantized models vs an infinite-loop inference bug on a specific image; different code paths." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both are save-related, but one is dequantized-model saving and the other is pipeline serialization." + "reason": "Model save failure vs pipeline save_pretrained failure; same broad theme, but not the same concrete bug." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Different problem classes: attention backend scaling vs classification loss degeneracy." + "reason": "Attention scaling/backend bug vs zero-loss classification bug; unrelated model behaviors." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "A model capability issue and a Python version compatibility issue are unrelated." + "reason": "Flash-Attention support issue vs Python-version compatibility issue; different root causes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and attention scaling are unrelated bugs." + "reason": "Distributed optimizer-state corruption vs GPT-2 attention scaling; not the same failure." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different models and different preprocessing/training failures." + "reason": "xLSTM training blockers vs BeitImageProcessorFast `reduce_labels` returning the wrong shape; unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "A missing config attribute and an Apple Silicon allocator TypeError are unrelated." + "reason": "OpenAI chat-completions compatibility regression vs Qwen2.5-VL batched chat-template crash; different endpoints and logic." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Both involve chat-related APIs, but one is an endpoint acceptance regression and the other is processor batching behavior." + "reason": "Gemma config attribute error vs Apple Silicon allocator TypeError; unrelated bugs." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE/FP8-ish areas, but one is save_pretrained and the other is from_pretrained; not the same bug." + "reason": "FP8 `save_pretrained` bug vs Qwen3.5 MoE `from_pretrained` error; same model family is not enough to merge them." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning vs bfloat16 compilation warning; unrelated symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden states; not clearly one bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs compiled flex-attention failure on newer torch; different code paths." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "External dependency import failure and missing model-class export are different import problems." + "reason": "Hub import failure vs missing Qwen2.5-VL class import; distinct missing-name issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression vs GPT-2 attention-scaling issue; unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failures: an internal import symbol removal versus local_files_only still making network calls." + "reason": "ImportError for a removed symbol vs local-files-only network requests; unrelated." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template/request formatting issues, but the concrete crash conditions differ." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Same broad Qwen3/VL/MoE area, but one is a model bug and the other is explicit fp8 inference support." + "reason": "API request handling vs chat-template tokenization with tool calls; different bug surfaces." } ] }, @@ -13554,14 +13619,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:36010", "issue:36683", "issue:41669", "issue:42757", "issue:42890", - "issue:42898", "issue:42994", "issue:43010", "issue:43064", @@ -13579,8 +13643,10 @@ "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44077", "issue:44188", + "issue:44230", "issue:44242", "issue:44246", "issue:44263", @@ -13602,31 +13668,31 @@ "issue:45440", "issue:45561", "issue:45593", - "issue:45753", - "issue:45850" + "issue:45753" ], "soft_pairs": [ - "issue:43299|issue:43867", + "issue:44038|issue:44230", "issue:44483|issue:45381", + "issue:43299|issue:43867", "issue:43756|issue:44485", "issue:43299|issue:45753", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:43352|issue:43937", - "issue:44077|issue:44380", "issue:43867|issue:45216", + "issue:44077|issue:44380", "issue:36010|issue:42757", - "issue:42898|issue:43066", + "issue:43066|issue:45381", "issue:36683|issue:44077", "issue:43611|issue:44655", "issue:43976|issue:44938", - "issue:43352|issue:45593", "issue:36683|issue:43525", + "issue:43352|issue:45593", "issue:44263|issue:45440", "issue:43618|issue:45216", - "issue:44188|issue:44380", "issue:36683|issue:44242", + "issue:44188|issue:44380", "issue:43064|issue:44492", "issue:43352|issue:43931", "issue:43010|issue:45278", @@ -13637,23 +13703,22 @@ "issue:36683|issue:43064", "issue:42890|issue:45561", "issue:44938|issue:45071", - "issue:43867|issue:45357", - "issue:43010|issue:45850" + "issue:43867|issue:45357" ], - "prepared_review_unit_hash": "c73576f4bb53809b99edaa0d2bf4d90964d08e6da71ab2bdd85420e5911cc5e2", + "prepared_review_unit_hash": "5c58d9aaee65b7f51b199b5e4e0b331f8dc4ec9ea415ceba3a4c6ff9a779c3c5", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37161, + "serialized_chars": 37162, "estimated_input_tokens": 9291, "estimated_eval_tokens": 18838 }, @@ -13662,205 +13727,208 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions (imports, loading/saving, config mismatches, tokenizer behavior, training, and backend-specific bugs). I do not see any soft-edge pair that is safely the same underlying bug/change, so I would not merge any of the candidate pairs. If one issue must represent the cluster, issue 45278 is the broadest umbrella report.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45278 is the most umbrella-like report: it describes broad import breakage after upgrading, which best matches the cluster\u2019s general upgrade/regression theme.", + "summary": "Mostly a grab bag of unrelated Transformers bug reports; only one soft-duplicate pair stands out as the same import-time performance regression. The rest differ by model, API surface, or symptom and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:41669 is the most concrete, fix-oriented report in the cluster: it identifies the import-time slowdown from `import *` usage in models. It also cleanly matches the one plausible duplicate pair here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative because it is broad, open, and central to the recurring \u2018upgrade to v5 breaks things\u2019 pattern seen across this set.", + "best_issue_reason": "issue:41669 is the best standalone representative because it states a specific root cause and an actionable fix, rather than a broad symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both are model-loading failures, but one is a Qwen3VL MoE loading regression and the other is a state_dict ordering/load error; different code paths and fixes." + "reason": "Different problems: Qwen3-VL-Moe loading regression vs fp8 inference support request." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "One is an API request rejection in /v1/chat/completions, the other is a qwen2.5-vl video position-id bug; unrelated failures." + "reason": "Unrelated: chat/completions request rejection vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation bugs; not the same concrete change." + "reason": "Both mention RoPE, but they are different model implementations and not the same concrete bug." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "A loading regression for Qwen3VL MoE is not the same as an infinite-loop generation bug for a specific image in Qwen3_5." + "reason": "Different symptoms and models: Qwen3-VL-Moe load breakage vs Qwen3.5 infinite loop on a specific image." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects." + "reason": "Docs mismatch vs pipeline save_pretrained failure; unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing-attribute errors on different model configs/outputs; no shared underlying bug is evident." + "reason": "Different missing attributes on different configs/outputs; not the same bug." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model save failure and Pipeline save_pretrained failure are distinct serialization issues." + "reason": "Model saving failure vs pipeline object serialization; too broad to merge." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash-Attn support gating for Nemotron is unrelated to GLM-5 GenerationConfig validation." + "reason": "Different model-specific issues: Flash Attention support gap vs invalid GenerationConfig." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "One is a patchtsmixer post_init constraint, the other is GPT2 attention scaling under SDPA/FlashAttention; different bugs." + "reason": "Different checkpoint/pathology: sorted state_dict load error vs incorrect checkpoint save output." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Both involve model persistence/loading, but one is a sorted-state_dict load error and the other is an incorrect Qwen3.5 save_pretrained checkpoint; not the same fix." + "reason": "Different subsystems and failure modes; not the same underlying bug." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules/dependencies; same symptom, not same bug." + "reason": "Both are import errors, but for different symbols from different packages." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer cleanup-space behavior and wrong decoder type are separate v5 tokenizer regressions." + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position ids." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A config attribute error and a patchtsmixer post_init policy issue are unrelated." + "reason": "Missing config attrs vs patchtsmixer post_init policy; unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as saving Pipeline objects." + "reason": "Model loading via `base_model_prefix` vs pipeline serialization; different bugs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility complaints, but they point to different releases and likely different root causes." + "reason": "Both involve Python compatibility, but they are different version-specific failures." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Flash-Attn support for Nemotron has nothing to do with D-FINE auxiliary-loss handling." + "reason": "Different configs and missing fields; not the same issue." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Different models and different missing config attributes; not a shared code-path bug." + "reason": "Flash Attention support vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "A torch.split indexing bug and a DeepseekV3MoE divergence from remote implementation are different issues." + "reason": "Different MoE/indexing divergence reports with different models and code paths." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "Missing attentions assignment in CLIPOutput is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Both touch attention backends, but one is a torch.compile branching divergence and the other is GPT2 attention scaling being ignored; distinct bugs." + "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "A missing config field and a missing load-balancing loss are separate model logic issues." + "reason": "Both touch attention, but one is a torch.compile kernel divergence and the other is backend scaling config being ignored." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same underlying problem." + "reason": "Training optimizer-state bug vs typo in cache strategies; unrelated." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to Qwen3-VL weight-shape mismatch on load." + "reason": "Different Qwen/GLM loading issues and different symptoms." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "no_grad decoration for cache/layer updates is a code correctness change, while 45278 is a broad import-breakage report; different issues." + "reason": "Cache no_grad decorator request vs broad import errors after upgrade; not the same underlying change." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are from_pretrained failures, but they concern different models and different missing/misrouted weights." + "reason": "Both are `from_pretrained` errors, but they involve different models and failure details." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict loading error and a missing Qwen3_5MoeVisionConfig field are separate bugs." + "reason": "Sorted state_dict loading failure vs missing config field silently dropped by strict parsing." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Import-time performance slowdown is related in theme, but the issue about removing import * usage is not clearly the same concrete bug as intermittent slow imports." + "accept": true, + "reason": "Same underlying performance regression: importing Transformers is slow because model imports are too heavy; 41669 provides the concrete root cause/fix." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Compiled Python-file errors and a Python 3.13 torch.jit parsing indentation error are different import/parsing failures." + "reason": "Test flakiness from missing seeds vs xdist race on captured_info.txt; different test infrastructure problems." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are unrelated." + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is a load/state_dict ordering problem and the other is incorrect visual-encoder keys on save; not the same exact fix." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A cache-update no_grad change does not match a broad \u2018too many models break since 5.0\u2019 complaint." + "reason": "Different Qwen3.5 checkpoint issues: load error vs incorrect visual encoder keys on save." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair, issue:41669 and issue:44246, is a plausible shared import-time performance regression, and the rest of the verdicts stay conservative by pointing to differing models, APIs, or failure modes. No soft-edge claim overstates the evidence provided by the titles and descriptions." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13875,7 +13943,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:28282", "issue:30333", @@ -13883,6 +13951,7 @@ "issue:31795", "issue:33453", "issue:36296", + "issue:42490", "issue:42548", "issue:42831", "issue:42890", @@ -13914,23 +13983,24 @@ "issue:44749", "issue:44857", "issue:44938", - "issue:44961", "issue:44964", "issue:44977", - "issue:45071", "issue:45125", "issue:45341", "issue:45375", "issue:45381", "issue:45440", "issue:45478", - "issue:45600" + "issue:45600", + "issue:45850" ], "soft_pairs": [ + "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43010|issue:43976", "issue:44938|issue:45381", "issue:43618|issue:44077", + "issue:42490|issue:44075", "issue:36296|issue:43575", "issue:44360|issue:45440", "issue:28282|issue:33453", @@ -13941,11 +14011,10 @@ "issue:42890|issue:44112", "issue:42890|issue:45600", "issue:43502|issue:44062", - "issue:43010|issue:44075", "issue:43723|issue:44556", "issue:42890|issue:45341", - "issue:44387|issue:44556", "issue:44222|issue:45125", + "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:42548|issue:44351", "issue:43502|issue:44485", @@ -13957,250 +14026,205 @@ "issue:30333|issue:33453", "issue:43299|issue:44556", "issue:44315|issue:44360", - "issue:43502|issue:44222", "issue:42831|issue:43874", - "issue:43502|issue:44961", - "issue:30333|issue:36296", - "issue:44355|issue:45071" + "issue:43502|issue:44222" ], - "prepared_review_unit_hash": "43610d24231281fba017f15c58177be24dce2da339c8223ce4ac321dbddee836", + "prepared_review_unit_hash": "df923820a2b12abbb1e7acdd91f4f5f05e0871d3733040818934b3bb45c4b441", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37521, - "estimated_input_tokens": 9381, - "estimated_eval_tokens": 19018 + "soft_pair_count": 33, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is broad and mostly not duplicate-safe: many items are unrelated load/import/test/model-specific regressions that only share superficial wording. No soft pair looks like the same concrete bug or a PR that should be merged together. The closest common thread is v5-era loading regressions, with one issue serving as the best anchor.", - "confidence": 0.73, - "canonical_issue_reason": "issue:44556 is the clearest representative of the recurring v5 loading-regression theme: it explicitly describes a v4.57 -> v5.2/v5.3 checkpoint reload break with a concrete, user-facing failure mode.", + "summary": "These items are mostly broad transformer-regression reports that only look superficially similar; the soft pairs are not strong duplicate matches, so I rejected them all. No PRs are present in the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44556 is the clearest canonical issue candidate: it describes a concrete, reproducible model-reload regression after upgrading from v4.57 to v5.2/v5.3, which is more actionable than the vaguer umbrella complaint about many models breaking.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best global anchor because it is explicit about a versioned regression, concrete about the failing code path, and broad enough to represent the main loading-compatibility complaints in this cluster.", + "best_issue_reason": "Issue 44556 is the best issue for duplicate triage because it has a specific failure mode, version range, and user-visible symptom, making it easier to anchor related regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: one is about decorating cache/layer update methods with no_grad, the other is a vague broad complaint about many models breaking in v5." + }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Same model family and loading symptom, but one is missing embed_tokens.weight while the other is a generic v5.4.0 from_pretrained failure; not the same bug." + "reason": "Different model families and failure points: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad behavior vs Python 3.9+ compatibility; unrelated." + "reason": "One is a generation/cache code-path issue; the other is a Python version compatibility problem. Not the same bug." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 load failure vs qwen2.5-vl video position ids bug; unrelated." + "reason": "A Python 3.14 load failure is unrelated to the Qwen2.5-VL video vision_position_ids bug." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression vs patchtsmixer post_init validation; unrelated." + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are separate code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local path import warnings and ignored SGD optimizer args are unrelated issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tp OOM on a specific Qwen model; same area but different failure mode and likely different fix." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific model; not the same underlying defect." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion vs DeepSeekV3 divergence; unrelated." + "reason": "DSA indexer missing ReLU and DeepseekV3 remote divergence are different implementations and failure modes." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for AutoModel/PyTorch vs tokenizer loading regression; both loading-related but distinct symbols and code paths." + "reason": "ImportError for AutoModel without PyTorch and tokenizer loading regression are separate problems." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State-dict sorting load error vs save_pretrained shard-size question; unrelated." + "reason": "State-dict sorting load error versus max_shard_size default behavior are unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions regression vs LwDetrImageLoss AMP crash; unrelated." + "reason": "An attentions-field regression in CLIPOutput is unrelated to an AMP/CUDA crash in LwDetrImageLoss." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions regression vs Qwen3.5 flash-attention generation issue; unrelated." + "reason": "These are distinct failures: missing attentions assignment versus Qwen3.5 flash-attention generation behavior." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky integration tests vs model loading regression; unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Both are CI/test issues, but different tests and failure causes." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "Test seed flakiness vs auto_mappings CI break; unrelated." + "reason": "A flaky test needing set_seed is not the same as a Phi-4 multimodal model loading failure." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leak vs AddedToken duplicate 'special' TypeError; unrelated." - }, - { - "left": "issue:43010", - "right": "issue:44075", - "accept": false, - "reason": "Cache no_grad update vs SGD args ignored; unrelated." + "reason": "One concerns unintended network requests under local_files_only, the other is an AddedToken keyword-argument TypeError." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both concern loading regressions after v5, but tokenizer loading and checkpoint reload are different concrete bugs." + "reason": "Both are loading-related, but one is tokenizer loading in v5 while the other is checkpoint reload failure after upgrading versions; the concrete code paths differ." }, { "left": "issue:42890", - "right": "issue:45341", + "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness vs a testing_utils bug; unrelated." + "reason": "A seed-related test flake and a stale device override CI failure are unrelated." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "int4 quantization OOM vs checkpoint reload failure; unrelated." + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are different model/configuration issues." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "FP8 save_pretrained issue vs missing _tp_plan for tensor parallelism; different code paths." + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as a checkpoint reload regression after version upgrade." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Generation cache update decorator vs dummy Conv2d in Sam3PixelDecoder; unrelated." + "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but different exported symbols and likely different regressions." + "reason": "Both are import/export complaints, but they target different top-level symbols and likely different fixes." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-loading bug vs GLM-5 RoPE implementation; unrelated." + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file errors vs performance slowdown after upgrade; unrelated." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both touch generation helpers, but one is cache update/no_grad and the other sync_gpus state handling; not the same bug." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Loading hang vs documentation confusion; unrelated." + "reason": "Compiled Python-file errors and a v5.3 slowdown in filtering are not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same Qwen3.5 MoE area, but one is missing _tp_plan and the other is a generic from_pretrained error; not enough to merge." - }, - { - "left": "issue:45125", - "right": "issue:45375", - "accept": false, - "reason": "Tensor-parallel plan issue vs missing vision config field; unrelated." + "reason": "Both involve Qwen3.5/MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained error; not enough evidence for a duplicate." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Version-related model loading failures, but different models and failure modes; not one duplicate." + "reason": "These are both version-related loading regressions, but they affect different models and symptoms; not the same underlying bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application vs DSA ReLU discussion; unrelated." - }, - { - "left": "issue:43502", - "right": "issue:44222", - "accept": false, - "reason": "Offline requests vs FP8 save_pretrained moe; unrelated." + "reason": "Liger Kernel application with model_init and a DSA indexer activation issue are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue vs missing image processor method; unrelated." + "reason": "An FP8 accuracy issue and a missing image-patch method are different bugs." }, { "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "Offline API request bug vs placeholder racoon issue; unrelated." - }, - { - "left": "issue:30333", - "right": "issue:36296", - "accept": false, - "reason": "MLflow job tracking vs tensor parallel training bug; unrelated." - }, - { - "left": "issue:44355", - "right": "issue:45071", + "right": "issue:44222", "accept": false, - "reason": "Compiled Python load errors vs PretrainedConfig type checking; unrelated." + "reason": "Local_files_only network requests and FP8 save_pretrained moe are unrelated." } ] }, @@ -14222,8 +14246,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ + "issue:30333", "issue:31795", "issue:33453", "issue:34689", @@ -14235,6 +14260,7 @@ "issue:42548", "issue:42757", "issue:42890", + "issue:43502", "issue:43525", "issue:43526", "issue:43572", @@ -14246,7 +14272,6 @@ "issue:44038", "issue:44222", "issue:44230", - "issue:44246", "issue:44261", "issue:44273", "issue:44355", @@ -14266,7 +14291,6 @@ "issue:45092", "issue:45125", "issue:45230", - "issue:45278", "issue:45362", "issue:45468", "issue:45542", @@ -14274,11 +14298,14 @@ "issue:45850" ], "soft_pairs": [ - "issue:43827|issue:44961", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", "issue:44355|issue:44655", + "issue:43827|issue:44961", "issue:33453|issue:34689", - "issue:42757|issue:43576", "issue:44222|issue:44230", + "issue:42757|issue:43576", "issue:33453|issue:36296", "issue:43576|issue:43824", "issue:43576|issue:45071", @@ -14306,269 +14333,273 @@ "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:44492|issue:45850", - "issue:42371|issue:44492", "issue:43572|issue:45850", + "issue:42371|issue:44492", "issue:44704|issue:44908", - "issue:42890|issue:44908", - "issue:45278|issue:45850", - "issue:44246|issue:44273" + "issue:42890|issue:44908" ], - "prepared_review_unit_hash": "8f2030faa0c46c95b94dbaf3fa15d1c308e2e86b2969dd75f74341f7fcc57fde", + "prepared_review_unit_hash": "701b5f020e3575b6279a800bf71db7307ee93cabae4adb166d89c0ead8462e33", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38176, - "estimated_input_tokens": 9544, - "estimated_eval_tokens": 19344 + "soft_pair_count": 39, + "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 mostly a mix of unrelated Transformers v5 regressions, import/export failures, and model-specific bugs. The best umbrella issue is the broad post-upgrade import-error report.", - "confidence": 0.92, - "canonical_issue_reason": "#45278 is the most representative umbrella: it concretely describes broad import failures after upgrading to 5.5.0, which matches the general regression theme better than the other broad-but-vague reports.", + "summary": "This cluster is mostly a mix of Transformers v5 regression reports, import/load failures, and a few unrelated issues. The only clearly representative issue is a generic checkpoint reload regression; the soft pairs are mostly thematically similar but not the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44556 is the best anchor because it clearly describes a broad, user-facing v5 regression around checkpoint reload compatibility, which matches the dominant failure theme in the cluster better than the more model-specific or overly vague reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the strongest canonical target for duplicate triage because it is broad enough to cover the shared import-regression pattern, while still being specific about the upgrade-triggered failure mode.", + "best_issue_reason": "issue:44556 is the most suitable global representative: it is specific enough to be actionable, yet broad enough to capture the common v5 upgrade/loading regression pattern seen across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", + "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Docs about pipeline() references vs an unrelated issue titled \"racoon\"; no shared bug." + "reason": "Completely unrelated symptoms: local_files_only API requests vs. an unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different bugs: compiled Python file loading errors vs. PretrainedConfig type-checking breakage." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training are unrelated code paths." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization issues." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading breakage." + "reason": "Docs referencing removed pipeline() APIs is unrelated to the placeholder issue." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Missing import from huggingface_hub vs broken env command; different failures." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific vision model; too different to merge." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support." + "reason": "Save_pretrained FP8 bug and FP8 inference support are different code paths and fixes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and a broken transformers env command are unrelated." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "Tokenizer loading regression vs. tensor-parallel training bug; different subsystems and failure modes." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL export are different issues." + "reason": "CLI env command breakage and missing exported model symbol are both v5-related, but not the same concrete bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Env command breakage is unrelated to PretrainedConfig type-checking." + "reason": "A broken CLI command is not the same issue as PretrainedConfig type-checking incompatibility." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an import error for layer_type_validation are not the same bug." + "reason": "Documentation confusion and an ImportError in configuration_utils are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Unrelated titles: no evidence of the same underlying defect." + "reason": "No meaningful overlap: placeholder issue vs. Gemma4Audio positional encoding bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." + "reason": "Both are import errors from transformers, but they concern different missing exports and likely different fixes." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "ImportError for layer_type_validation and a broken env command are unrelated." + "reason": "ImportError for layer_type_validation and a broken env CLI command are not the same bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Env command failure is not the same as Python 3.14 load failure." + "reason": "env command breakage and Python 3.14 load failure are different regressions." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache missing during chunked prefill vs a typo in cache strategies are different problems." + "reason": "Missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategies." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and unrelated \"racoon\" issue do not match." + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion vs unrelated \"racoon\" issue." + "reason": "RoPE implementation discussion and the placeholder issue are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are not the same change or failure." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Different failure classes: import export vs compiled-file runtime errors." + "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are different bugs." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5 chat crash is not the same as a broad complaint that v5 breaks too many models." + "reason": "Specific Qwen3.5 chat crash vs. a vague general complaint about v5 breaking many models; too broad to treat as one bug." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "MLA q_a_layernorm precision issue and DSA indexer ReLU issue are unrelated." + "reason": "Layernorm epsilon precision issue and DSA indexer activation discussion are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Specific processor.save_pretrained missing files versus a generic bug report." + "reason": "Missing processor save files and a generic bug report are not the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading problem and TensorFlow backend error are different issues." + "reason": "Lazy loading malfunction and TensorBoard/TensorFlow backend detection are different code paths." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading failure and unsafe sys.modules access are related at most broadly, not the same concrete bug." + "reason": "Lazy loading problems and unsafe sys.modules access are related at a high level, but not clearly the same concrete bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3_5VL behaviors: bounding-box output errors vs an infinite loop on one image." + "reason": "Different Qwen3-VL failures: bbox output hallucination vs. infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output error and PretrainedConfig type checking are unrelated." + "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are different code paths." + "reason": "Broken env command and checkpoint reload regression are both v5 issues, but not the same user-facing bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both touch Qwen/moe tensor-parallel space, but one is a model bug and the other is a missing tp plan; not the same fix." + "reason": "Both mention Qwen3 Moe, but one is a generic v5 bug report and the other is a missing tensor-parallel plan; not the same concrete fix." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the broad v5 complaint." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the broad v5 breakage complaint." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance cleanup and chunked-prefill cache missing are unrelated." + "reason": "Removing import * usage and a missing generation cache are unrelated changes." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are checkpoint compatibility regressions, but they affect different models and different v5 mechanisms." + "reason": "Both are version-upgrade loading regressions, but one is general checkpoint reload breakage and the other is a specific remote-code/meta-init incompatibility." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is not the same as a general v5 breakage report." + "reason": "Cache strategy typo and broad v5 breakage complaint are unrelated." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "TF32 API guidance and cache strategy typo are unrelated." + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the general v5 complaint." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific and not the same as a vague broad breakage report." + "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different functions and bugs." + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and different bugs." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "A flaky test seeding issue is unrelated to scheduler kwargs handling." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both are broad complaints about v5 regressions, but they are not the same concrete bug report." - }, - { - "left": "issue:44246", - "right": "issue:44273", - "accept": false, - "reason": "Slow imports and broken lazy loading may overlap thematically, but there is no evidence they stem from the same bug." + "reason": "A flaky test lacking set_seed and a scheduler kwargs regression are unrelated." } ] }, @@ -14590,7 +14621,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:31795", "issue:33453", @@ -14604,15 +14635,14 @@ "issue:43408", "issue:43502", "issue:43519", - "issue:43525", "issue:43576", "issue:43606", - "issue:43618", "issue:43704", "issue:43827", "issue:43874", "issue:43976", "issue:44077", + "issue:44246", "issue:44261", "issue:44263", "issue:44273", @@ -14634,6 +14664,7 @@ "issue:45071", "issue:45092", "issue:45230", + "issue:45278", "issue:45290", "issue:45310", "issue:45341", @@ -14642,6 +14673,8 @@ "issue:45850" ], "soft_pairs": [ + "issue:45278|issue:45850", + "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", @@ -14666,8 +14699,8 @@ "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", - "issue:41669|issue:43704", "issue:31795|issue:34689", + "issue:41669|issue:43704", "issue:31795|issue:37428", "issue:44315|issue:45092", "issue:44485|issue:45468", @@ -14684,123 +14717,132 @@ "issue:44908|issue:44998", "issue:44861|issue:45290", "issue:44492|issue:44998", - "issue:44998|issue:45850", - "issue:43618|issue:44998", - "issue:44998|issue:45341", - "issue:43525|issue:44861" + "issue:44998|issue:45850" ], - "prepared_review_unit_hash": "ba1a4d3ecc1451cc45a577328a41faf5102d85b1c2d3dc3fd1d1849cb6cb6e23", + "prepared_review_unit_hash": "5c74ca2c4863133a75a48fbe90f6da2a1abea31c1235540da7af637a460c1b9d", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40832, - "estimated_input_tokens": 10208, - "estimated_eval_tokens": 20672 + "soft_pair_count": 45, + "serialized_chars": 40511, + "estimated_input_tokens": 10128, + "estimated_eval_tokens": 20512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of closed Transformer v5 regression reports, tokenizer/model-loading issues, and a few model-specific bugs. I don\u2019t see any strong duplicate pairs; the soft matches are mostly broad topical similarity rather than the same underlying defect.", - "confidence": 0.76, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set: it captures the general theme of Transformers v5 breaking multiple models, which makes it the best top-level canonical bucket for this otherwise fragmented cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with a few nearby themes around v5 regressions, tokenizer behavior, import/loading problems, and model-specific bugs. I found no soft-edge pair that clearly describes the same underlying defect or change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the most concrete and broadly representative regression report in the set; it has a real user-facing failure mode and a clear version jump, unlike the many very specific or generic outliers.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most suitable global representative because it is broad enough to subsume many of the v5 regression-style reports, even though it is less concrete than some of the model-specific issues.", + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is specific enough to be actionable while still capturing the broad upgrade-regression theme seen in nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-regression complaints, but they are too vague and not the same concrete bug or code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/loading, but one is about slow imports and the other about lazy loading failing; not clearly the same defect." + }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Both mention model creation/configuration, but they are different problems: a SAM3 model-type mismatch warning vs. Liger Kernel application with model_init." + "reason": "Different problems in different areas: model type mismatch versus Liger Kernel application in model_init." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Unrelated failures: Python-version compatibility vs. Qwen3-VL 2D bounding-box output behavior." + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Different model families and different failure modes; Flash Attention 2.0 support is not the same as Qwen3-VL output issues." + "reason": "Flash-Attention support gating for Nemotron is unrelated to Qwen3-VL output errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI/env-command breakage and scheduler kwargs handling are unrelated code paths." + "reason": "Broken env command and scheduler kwargs handling are unrelated subsystems and failure modes." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "One is a tokenizer_class metadata mismatch on save_pretrained; the other is only a generic bug report title." + "reason": "Tokenizer save_pretrained metadata mismatch is too specific to match a generic bug report." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different issues." + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access and a generic bug report are not enough to establish a duplicate." + "reason": "Buffer handling for position_ids is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * cleanup/performance and missing HybridCache import are different defects." + "reason": "Import-star cleanup and HybridCache import failure are not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Broad import cleanup issue vs. a small testing_utils bug; not the same change or bug." + "reason": "Model import cleanup is unrelated to the testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + "reason": "A typo in cache strategy text is unrelated to incorrect LLM output under pipeline parallelism." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A specific GLM46V image-processor method is missing; 45850 is just a broad complaint about many models breaking." + "reason": "A missing image-patch method in one processor is not the same as a broad complaint that many models break." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model variants and different errors; no shared concrete code path is evident." + "reason": "Qwen3-VL bbox errors and Qwen3.5 MoE from_pretrained errors are different models and different failure modes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement and tied-weight-key list handling are separate model-init validations." + "reason": "Optional post_init policy and tied-weight key crashes are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + "reason": "Docs still referencing pipeline() and inverse_sqrt kwargs handling are unrelated." }, { "left": "issue:31795", @@ -14812,187 +14854,169 @@ "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 causing degenerate training." + "reason": "Different training/setup issues: model_init not applying Liger Kernel versus flash_attention_3 causing degenerate training." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import cleanup/performance issue and scheduler kwargs bug do not share the same underlying defect." + "reason": "Import-star cleanup does not match scheduler kwargs behavior." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading behavior are unrelated." + "reason": "Broken env command and lazy loading failures are different issues." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key handling are different save/load paths." + "reason": "Saving pipelines and tied-weight key crashes are different bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated model internals." + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report title is not enough to treat it as the same as the specific Qwen3.5 MoE from_pretrained error." + "reason": "A generic bug report does not make this the same underlying Qwen3.5 MoE from_pretrained issue." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading problems and scheduler kwargs are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different multimodal/math bugs." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs handling." + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:31795", + "right": "issue:34689", "accept": false, - "reason": "Import * usage and VRAM leak under multiple dataloader threads are unrelated." + "reason": "A forward-docs clarification issue is not the same as a concrete model loading regression." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Model.forward docs confusion and Llama 3.2 Vision loading regression do not describe the same bug." + "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different concerns." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Documentation confusion is unrelated to the flash_attention_utils import error." + "reason": "Documentation confusion and flash-attention import failure are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both involve model instantiation, but one is Liger Kernel/model_init and the other is remote-code checkpoint/meta-init compatibility." + "reason": "Both touch model creation/loading, but they are about different checkpoints and different failure causes." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different algorithmic areas; no duplicate evidence." + "reason": "Different models and different implementation areas; not the same bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to GLM-5 RoPE behavior." + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API migration and VRAM leak are unrelated." + "reason": "TF32 API guidance and VRAM leakage are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and timestamp calculation are different bugs." + "reason": "Unexpected API requests with local_files_only is unrelated to timestamp calculation." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different save/process flows." + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are unrelated." + "reason": "Timestamp calculation and VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + "reason": "CPU offload device mismatch and audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision discussion does not match Gemma-4 audio positional encoding." + "reason": "Precision differences in MLA q_a_layernorm are unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak under multithreaded dataloaders and a testing_utils bug are not the same issue." + "reason": "VRAM leakage and a testing utility bug are unrelated." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Broad v4-to-v5 tokenizer behavior change and a specific wrong tokenizer decoder type are related by theme but not clearly the same underlying bug." + "reason": "Both are tokenizer/v5 related, but one is a broad behavioral change and the other is a specific decoder-type bug; not clearly the same defect." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Inverse_sqrt scheduler kwargs and an irrelevant 'Unemployment' issue are not comparable." + "reason": "Scheduler kwargs and an unrelated generic issue title have no shared bug." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight-key AttributeError and apply_chat_template crashes on tool-call assistant messages are different code paths." + "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are different code paths." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + "reason": "Cache strategy typo and a generic unrelated issue do not match." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The placeholder 'Unemployment' issue has no substantive relation to broad v5 model breakage." - }, - { - "left": "issue:43618", - "right": "issue:44998", - "accept": false, - "reason": "CLIPOutput attentions regression and the placeholder issue are unrelated." - }, - { - "left": "issue:44998", - "right": "issue:45341", - "accept": false, - "reason": "The placeholder issue is unrelated to the testing_utils bug." - }, - { - "left": "issue:43525", - "right": "issue:44861", - "accept": false, - "reason": "Llama4Config pad_token_id AttributeError and tied-weight-key list handling are separate configuration bugs." + "reason": "A placeholder title is not enough to merge this with a broad regression complaint." } ] }, @@ -15014,7 +15038,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-399", + "cluster_id": "cluster-10000-400", "nodes": [ "issue:30333", "issue:31515", @@ -15023,13 +15047,20 @@ "issue:36296", "issue:38617", "issue:43298", + "issue:43525", "issue:43572", + "issue:43618", "issue:44230", "issue:44623", "issue:44861", - "issue:45310" + "issue:44998", + "issue:45310", + "issue:45341" ], "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", "issue:43572|issue:44861", "issue:31515|issue:38617", "issue:44230|issue:44623", @@ -15040,88 +15071,106 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "a519aefdec659341cd4b0db535d79bb785e47f909078d7b5647dec77d6c8ed12", + "prepared_review_unit_hash": "66805bcb89922cc3f630a9b9e514b28323c37608cbaaf637c2a0064f1591a789", "component_budget": { - "node_count": 399, - "item_count": 399, - "soft_pair_count": 1495, - "serialized_chars": 770922, - "estimated_input_tokens": 192731, - "estimated_eval_tokens": 385718 + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 9, - "serialized_chars": 9480, - "estimated_input_tokens": 2370, - "estimated_eval_tokens": 4996 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 12, + "serialized_chars": 12531, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover MLflow reporting, checkpoint/tokenizer loading, docs, tensor-parallel training, import errors, audio batching, fp8 support, processor saving, and tied-weight handling. I don\u2019t see a single underlying bug/change that ties them together, so there is no true duplicate anchor here.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The items form a heterogeneous set of unrelated bug reports; the soft-similarity links are mostly superficial and I would not merge any of the paired issues as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:31515 is the most connected node in the set, but only by weak, broad loading-related similarity; it is the closest thing to a hub, not a true duplicate center.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45310 is the strongest standalone bug report in the set: it names a concrete version regression (transformers>=5.4.0), a specific model family (Qwen3.5 MoE), and a reproducible from_pretrained failure.", + "best_issue_reason": "issue:31515 has the strongest cluster connectivity and the highest apparent discussion signal, so it is the best representative issue here despite the cluster being mixed.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: a CLIPOutput attention regression versus an off-topic issue with no overlapping code path." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug or subsystem; one is off-topic, the other is a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both are AttributeError-style failures, but they involve different attributes and different code paths in config vs tied-weight handling." + }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Different bugs: StableLmConfig pad_token_idx regression vs AttributeError in _get_tied_weight_keys. No shared code path or symptom." + "reason": "Different regressions: missing pad_token_idx in a config update versus a tied-weights helper crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowness and an ImportError for layer_type_validation are unrelated issues." + "reason": "Unrelated failures: slow from_pretrained checkpoint loading versus an ImportError in configuration_utils." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support for Qwen models is a feature gap, while processor.save_pretrained missing files is a serialization bug." + "reason": "Same broad model/processor area, but different concrete problems: fp8 inference support versus processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting after failed training is unrelated to slow from_pretrained checkpoint loading." + "reason": "Different concerns entirely: MLFlow job status reporting versus checkpoint loading performance." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "These concern different subsystems and failure modes: pretrained checkpoint load performance vs tensor-parallel training correctness." + "reason": "No shared underlying bug; checkpoint loading slowness is distinct from tensor-parallel training behavior." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion are not the same underlying bug." + "reason": "Loading behavior versus documentation confusion; not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/MoE, but one is fp8 support for inference and the other is a from_pretrained regression; the concrete bugs differ." + "reason": "Related model family, but one is fp8 inference support and the other is a from_pretrained error; different fixes and code paths." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are distinct problems." + "reason": "Both involve loading, but tokenizer-loading regression is a different failure mode from slow checkpoint loading." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching not supporting audio models is unrelated to fp8 Qwen model inference support." + "reason": "Different feature gaps for different modalities/models: continuous batching audio support versus fp8 Qwen3 support." } ] }, @@ -15153,7 +15202,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "2e82dc6d54a8e348c9dc5fb5e46180b2c8ebcf0b48f4de29a93bcbcee8d342e5", + "prepared_review_unit_hash": "1aa040c3b034825a66c7c039b25e694c6c05d62ab1d8f49e39cbbac1c12b70da", "component_budget": { "node_count": 3, "item_count": 3, @@ -15175,24 +15224,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to be duplicates as a cluster: one is about Tapas tokenization, and the other two are separate model-loading/authentication complaints. No soft edge is strong enough to merge.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 16618 is the broadest and most central model-loading report in the set, while 15980 is narrowly about private-model login/error messaging and 13244 is unrelated tokenization.", + "summary": "The three issues appear to be separate: one about Tapas tokenization differing from TensorFlow code, one about a misleading auth/download error for private models, and one about failing to load bert-base-uncased. No duplicate pair is strong enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #16618 is the broadest and most user-facing of the set, describing a general model-loading failure rather than a narrow tokenization or auth-message concern.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best representative of the cluster\u2019s model-loading side because it is the most general user-facing failure report among the candidates.", + "best_issue_reason": "Issue #16618 is the best representative because it targets a concrete, commonly encountered load failure and is more central than the other two, which are clearly about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem area: Tapas tokenization mismatch versus failure to load bert-base-uncased." + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are different bugs in different code paths; no concrete shared failure mode is evident." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Related broadly to model downloads, but one is about private-model login/error messaging and the other is a generic load failure for a public model; not the same concrete bug." + "reason": "A private-model login/download error is an authentication/reporting issue, while bert-base-uncased failing to load is a separate model-loading problem; they are not the same underlying bug." } ] }, @@ -15222,12 +15271,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "121743d6490668e44bab32e9eb9dbbb8fa72664684a10e99cf4764e18986d96d", + "prepared_review_unit_hash": "27466125b55657fb7b68b68343bbca9345df564a1dda1878de8f6fdd661017e5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15235,7 +15284,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15244,18 +15293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests with only superficial similarity: one asks for Flash Attention 2 support on more architectures, the other for GGUF support on more architectures. They do not appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a very high level and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two issues request different features for different integration paths, so they should remain separate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:26350 is the more established and discussion-heavy request, but it is not a duplicate of issue:33260.", + "best_issue_reason": "Neither issue is a duplicate of the other; each is the best tracker for its own specific feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are community contribution requests about broad architecture support, but they target different features and code paths (Flash Attention 2 vs GGUF). They are not the same underlying issue." + "reason": "Both are community-contribution architecture-support requests, but one is for Flash Attention 2 and the other is for GGUF. They do not describe the same underlying bug or change." } ] }, @@ -15292,12 +15341,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "f5ca49f3633697e29c1b1e7a22157f7e05c0802598201785f03dc211be87f4b5", + "prepared_review_unit_hash": "5fee2463b71fb1b9bbb39c09840c97b1be268b66f0344b9a500348b1c9838b22", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15305,7 +15354,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4453, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15314,48 +15363,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all translation-doc request issues with very similar template text, but they appear to target different language requests rather than one identical underlying change. The Turkish issue is the most concrete and active representative.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 27088 is the only concrete language-specific request ([i18n-TR] Turkish) and has the most discussion activity, so it is the best representative of this cluster.", + "summary": "These are highly similar i18n translation request issues, but they do not establish the same concrete language-specific task. The Turkish issue is the only concrete one; the others look like generic template/placeholder variants, so I would not collapse them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 27088 is the earliest concrete request and names a specific language (Turkish). The other issues are generic placeholder titles without a specific language target, so they are less suitable as the canonical representative.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the strongest issue candidate because it is specific, oldest, and has the most engagement; the others look like template-like variants rather than a clearer canonical target.", + "best_issue_reason": "27088 is the best issue to keep as the cluster representative because it is specific, earliest, and most actionable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-request theme, but the targets are not concretely the same; this is not enough to treat them as one underlying issue." + "reason": "Similar template text, but not enough evidence they request the same language translation; this looks like a placeholder variant rather than the same concrete issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The Turkish request and the generic placeholder request do not clearly refer to the same language change." + "reason": "The bodies may be near-identical, but the issue titles do not identify the same language-specific request, so I would not merge them." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Similar template wording, but no evidence they are the same exact translation request or language target." + "reason": "Turkish is a concrete translation request; the other issue is only a generic placeholder, so they are not clearly the same underlying task." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Very similar template text, but still only generic translation-request similarity; no concrete shared target to justify duplication." + "reason": "Both are generic placeholders, but there is no concrete language target to confirm the same underlying issue." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "These look like near-template issues, but the available evidence does not show the same specific request." + "reason": "Near-identical template text alone is not enough to prove a duplicate when no specific language request is stated." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Close textual match, but not enough evidence that they are the same underlying translation issue." + "reason": "These appear to be template/placeholder variants; without a named language they are not safely the same concrete issue." } ] }, @@ -15432,136 +15481,136 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "38cf906479d70fe7c9213c436fabdb3fbdbb274ae9e7aa9a7031b7a4fce5f0f8", + "prepared_review_unit_hash": "6b8892407e6c96ea876e0f5c1121d7cdbd70ffe44c6b94dd537aca15e7d3142f", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20711, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20711, - "estimated_input_tokens": 5178, - "estimated_eval_tokens": 10612 + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-support request issues that only share a generic \"add model\" pattern. The titles span unrelated architectures and modalities (text, audio, vision, detection, OCR, sparse transformers), so they should not be treated as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "If a single issue must be chosen, issue #36817 is the broadest and most template-like open request ('Add EuroBert Model To Config'), but it is still only one specific model request and does not truly cover the rest of the cluster.", + "summary": "This cluster is mostly a set of distinct model-request issues, not duplicates; the soft matches are driven by shared wording like \u201cAdd model\u201d rather than the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#36817 is the best representative only in the sense that it is the most generic/open config-addition request; however, the cluster is too heterogeneous for any issue to serve as a real duplicate umbrella.", + "best_issue_reason": "issue:43837 is the clearest representative of the cluster\u2019s higher-similarity audio/model-request subgroup, but it still does not subsume the other requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert vs DEIMv2 are different model families with different support paths." + "reason": "Different model requests: EuroBert config support vs DEIMv2 architecture support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert text model request is unrelated to Qwen3-TTS speech generation support." + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert NLP config addition and RF-DETR object detection are different underlying changes." + "reason": "EuroBert and RF-DETR are different model families with different integration targets." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same concrete fix." + "reason": "RF-DETR and DEIMv2 are separate model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection support is unrelated to LFM2.5 Audio model support." + "reason": "Object-detection RF-DETR vs audio model LFM2.5 Audio 1.5B are unrelated." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support and weight-sparse transformer support are unrelated code paths." + "reason": "RF-DETR and the weight-sparse transformer request do not describe the same code path or model." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision detection and Qwen3-ASR speech recognition are different tasks." + "reason": "RF-DETR and Qwen3-ASR are different models in different domains." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different modalities and model integrations." + "reason": "RF-DETR and Qwen3-TTS are distinct model support requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT language-model support is unrelated to Qwen3-ASR audio transcription support." + "reason": "NeoBERT and Qwen3-ASR are unrelated model integrations." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse-transformer request target different architectures and fixes." + "reason": "NeoBERT request vs OpenAI weight-sparse transformer request are different changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT text model support is unrelated to LFM2.5 Audio support." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same model or fix." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model families, not one bug/change." + "reason": "RF-DETR and NeoBERT are separate model families and requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model additions even if both are BERT-like." + "reason": "NeoBERT and ModernVBERT are different model requests, not one duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model additions." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 model architecture work does not match sparse-transformer support." + "reason": "MiniCPM3 and the weight-sparse transformer request do not target the same underlying model change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are different model integrations." + "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different tasks/code paths." + "reason": "MiniCPM3 and Voxtral TTS are different model integrations." }, { "left": "issue:41211", @@ -15573,103 +15622,103 @@ "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT text model support is unrelated to Qwen3-TTS audio generation." + "reason": "ModernVBERT and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are not the same concrete request." + "reason": "ModernVBERT vs generic BERT-like models with RoPE is related in theme only, not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." + "reason": "BERT-like models with RoPE and Voxtral TTS do not refer to the same model or code path." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a name but fix different speech tasks and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate speech tasks and integrations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Two different TTS model integrations; not enough to treat as one duplicate." + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model domains." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modality/model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Speech generation support is unrelated to the sparse-transformer request." + "reason": "Qwen3-TTS and the weight-sparse transformer request are not the same change." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR vs audio-model support are different concrete changes." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are separate speech/audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model classes and implementations." + "reason": "Qwen3-ASR and EUPE are different model requests with different purposes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Speech recognition support is unrelated to the sparse-transformer model request." + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE support are unrelated architecture requests." + "reason": "OpenAI weight-sparse transformer and EUPE are different model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech tasks." + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct speech-model integrations." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT text-model support is unrelated to Voxtral TTS support." + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR model support are different underlying changes." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model support requests." } ] }, @@ -15710,82 +15759,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "72ac5eb4b655a5d95bf0045e0062b24c1045ca5c59c471d4e1041bd7cb42177c", + "prepared_review_unit_hash": "2c4ffa977cff7e6ded4b6666086f18b2c61142db3e0267246fe56522be837d48", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of one another; they span unrelated bugs across different models/configs, a tokenizer regression, and a typo. The soft similarity is superficial rather than indicating the same underlying fix.", + "summary": "These issues are not duplicates of one another; they span different models, configs, utilities, and symptoms, so there is no single canonical cluster representative.", "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue: the set is heterogeneous (different models, different failure modes, and one pure typo/type-hint issue), so there isn\u2019t a single underlying bug to centralize.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43240 is the broadest functional bug and has inbound references, so it is the most representative placeholder if one must be chosen, though this cluster should not be treated as a duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different subjects: Llama4TextL2Norm/RMS norm question vs. ModernBERTConfig type-hint issue. No shared code-path or fix." + "reason": "Different components and bug types: Llama4 normalization behavior vs ModernBERT config type hint. No shared code path or symptom." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both are model-related bugs, but one is about Mask2Former ignore_value handling and the other about kwargs not reaching loss computation. Distinct defects." + "reason": "Mask2Former ignore_value usage in model setup is unrelated to kwargs not being forwarded into a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value behavior is unrelated to a tokenizer regex warning regression." + "reason": "Different subsystems and failures: Mask2Former loss handling vs tokenizer regex warnings after a version change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model ignore_value handling and a typo in a quantization attribute are unrelated." + "reason": "Mask2Former training issue vs a typo in a quantization attribute name; these are unrelated bugs." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former loss/ignore_value bug vs. a ModernBERT config type annotation problem; not the same bug." + "reason": "Model-specific training parameter usage vs a config annotation mistake in a different model." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is a runtime behavior issue; incorrect norm_eps typing is a separate config metadata issue." + "reason": "Loss-kwargs propagation bug and ModernBERT type-hint issue do not share the same concrete code path." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig type-hint correction and a tokenizer warning regression are different problems in different areas." + "reason": "A config type-hint issue is not the same as tokenizer regex warning behavior; no common fix." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A config type-hint bug is not the same as a typo in a quantization_operation attribute." + "reason": "Different modules and bug categories: config typing vs a misspelled attribute reference." } ] }, @@ -15815,7 +15864,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "1a3ee235d7758d2ca8b665178cadcfb1fd068bba138fa1e52b07a45689b66c0f", + "prepared_review_unit_hash": "101da398ff831d64b3840e966df55e820063e7ae8add46eb4f400cfa46dd7f6b", "component_budget": { "node_count": 2, "item_count": 2, @@ -15837,18 +15886,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one is about block decoding, while the other is a feature request for DeepSeek v3.2 support. There is no duplicate relationship here and no sensible single canonical item for the cluster.", - "confidence": 0.98, + "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2. They appear to be separate topics with no shared code-path evidence.", + "confidence": 0.9, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "\"DeepSeek v3.2 support\" is the more specific and actionable issue title; \"Set Block Decoding\" is too vague to serve as a strong canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41084", - "right": "issue:43037", + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", "accept": false, - "reason": "Titles and likely scopes do not match: 'Set Block Decoding' suggests a decoding/configuration bug or feature, while 'DeepSeek v3.2 support' is an LLM compatibility request. No shared target or concrete code-path overlap is evident." + "reason": "Different underlying concerns: decoding configuration versus model-version support. No shared filenames, targets, or concrete bug path indicating the same issue." } ] }, @@ -15878,7 +15927,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "60adfd38b83ae2ddf1b843b2a3648e16e34f2aa3557860055d88cdddf23b647f", + "prepared_review_unit_hash": "087a41c13a73690fb9c486d49d44c34f4a558d0d66eed3bce037e4ff6c457aca", "component_budget": { "node_count": 2, "item_count": 2, @@ -15900,18 +15949,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are about Trainer customizability, but they describe different problems: one is about `remove_unused_column`, the other about FLOPS estimation for custom trainers. Similar subsystem, not the same underlying bug.", - "confidence": 0.96, - "canonical_issue_reason": "issue #43598 is the more concrete and actionable problem statement, centered on a specific Trainer behavior (`remove_unused_column`) affecting custom trainers.", + "summary": "These two issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customizability, the other about estimating FLOPs correctly. They are related at a broad subsystem level, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue #43598 is the stronger anchor for the cluster because it is narrower and more clearly tied to a single code path.", + "best_issue_reason": "No strong canonical issue here; if one must be selected, #43598 is the more concrete user-facing Trainer customization report, while #43600 is a separate FLOPs-accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "These are related only at a high level through custom Trainer behavior. One concerns column pruning customizability; the other concerns FLOPS estimation. They would not be merged as the same issue." + "reason": "Different code-path problems: #43598 is about `remove_unused_column` behavior/customizability, while #43600 is about FLOPs estimation for custom trainers. Shared wording around custom trainers is too broad to treat as duplicates." } ] }, @@ -15941,12 +15990,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "7c42814c8935a3309a29d91343eb018190d36bbc0edcf471fbc72c6d13833df9", + "prepared_review_unit_hash": "a5a9ffc4bbf514be4713abfa1c78e3765d223a5c466b37673e7a8bf80c119322", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15954,7 +16003,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15963,18 +16012,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests broad AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They concern different model families and different task heads.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are both feature requests around Qwen model support, but they target different model families and different AutoModel entry points, so they do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 is about AutoModelForSequenceClassification support for Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue #43684 is the broader, more central request about model registration in the AutoModel stack, so it is the better representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: general model registration for Qwen3-Omni versus sequence-classification support for Qwen3.5/Qwen3_5Config. They are not the same bug/change and would not plausibly be merged into one issue." + "reason": "Different model families and different tasks/APIs: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not appear to be the same underlying bug or change." } ] }, @@ -16011,7 +16060,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "104a0e5a3cf03a205c228facfa7e74dc1fe6491630323f8ea30909a2428551dd", + "prepared_review_unit_hash": "f3da97c7bb0059b08b9d35b4623b75f46921a19a9e66f508c611dc6d0b82966e", "component_budget": { "node_count": 4, "item_count": 4, @@ -16033,58 +16082,55 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same generic title \"huggingface\" and appear to be duplicates of each other; issue 43835 ('Fett') looks unrelated. I would keep 43845 as the canonical issue among the huggingface duplicates.", - "confidence": 0.68, - "canonical_issue_reason": "43845 is the earliest of the near-identical \"huggingface\" issues and is the best representative of that duplicate set.", + "summary": "All four issues are extremely low-information and only weakly similar by title. There is not enough evidence to treat any pair as the same underlying report, so no soft duplicates are accepted.", + "confidence": 0.22, + "canonical_issue_reason": "If a single issue must be picked, issue #43835 is the least generic and earliest, but it still lacks substantive detail and is not a strong canonical source.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue candidate because it matches the duplicate title pattern and predates the other matching issues.", + "best_issue_reason": "Issue #43835 is slightly preferable only because its title is more distinct than the repeated 'huggingface' entries and it was created first; otherwise none is clearly suitable.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Shared only vague similarity; no body details or explicit targets to show the same underlying bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete shared bug description." + "reason": "Both are low-signal, but there is no concrete evidence they describe the same problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete shared bug description." + "reason": "Title overlap is too weak to merge as duplicates without supporting description or references." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, very close creation times, and no distinguishing details; they look like duplicate reports of the same issue." + "accept": false, + "reason": "Near-identical titles alone are insufficient; no distinguishing evidence of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title and similar sparse content strongly suggest the same underlying report." + "accept": false, + "reason": "Possible textual duplication, but no concrete report content confirms a shared underlying bug." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title and similarly minimal content indicate a duplicate issue." + "accept": false, + "reason": "Insufficient evidence beyond generic title similarity to treat these as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 43835 has a distinct title, while 43845/43846/43859 share the same near-identical title and are plausibly a duplicate set. The canonical choice of 43845 is conservative because it is the earliest of that trio. The soft-edge verdicts also 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 }, @@ -16118,7 +16164,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "e22f90c55f83e5e3c40c265d1d9b89169994dd1607f7092fc9e6e6fd158be0f2", + "prepared_review_unit_hash": "2085834173fd0497841a5147f4bac426e759c680bcbd3933d984c1c965ea2739", "component_budget": { "node_count": 5, "item_count": 5, @@ -16140,66 +16186,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No convincing duplicate cluster here: the issues are mostly spam/generic placeholders, and the one specific title does not match the others on a concrete bug or change. I rejected all soft edges.", - "confidence": 0.89, + "summary": "These items do not look like duplicates of one underlying issue. Four are spam-like or vague titles, and the remaining one is only a generic documentation suggestion with no concrete shared bug/change signal. The soft-similarity links are not enough to justify merging them.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44937 is the most specific and actionable title in the set, so it is the least-bad representative if one must be chosen.", + "best_issue_reason": "Issue 44418 is the only non-spam, plausibly legitimate report in the set, but it is still too vague to serve as a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders; no evidence of the same underlying issue." + "reason": "Both are spam-like '' titles with no substantive description or shared concrete problem." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are generic spam placeholders; no shared concrete bug or change." + "reason": "Both are spam-like '' titles; no evidence they describe the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Placeholder spam vs. a vague docs suggestion; too little evidence to be duplicates." + "reason": "One is spam-like and the other is a vague documentation suggestion; they do not share a concrete underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific 'Google LLC' topic are not the same issue." + "reason": "A spam-like issue and an unrelated title about 'Google LLC'; no sign of the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Vague documentation suggestion vs. spam placeholder; no concrete overlap." + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Vague documentation suggestion vs. spam placeholder; no concrete overlap." + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug." + "reason": "Both are spam-like placeholders, but there is no concrete bug/change detail tying them to one underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific title about Google LLC do not match on a concrete problem." + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific title about Google LLC do not match on a concrete problem." + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." } ] }, @@ -16229,12 +16275,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "312c1d76aa102015b6de5527a4e60ad1d7c93ab55ca8d00e8b4982a7430ba7bc", + "prepared_review_unit_hash": "12ed42f8e2c7599c4b95808bdd4ea21fbfe89314939b3ec2620173d10f42c8cd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16242,7 +16288,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16251,24 +16297,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like likely duplicates: they share an identical title, similar body sizes, and a soft-similarity signal. #45145 is the better canonical anchor because it has one inbound reference, but the evidence stops short of proving the bodies are effectively identical.", - "confidence": 0.83, - "canonical_issue_reason": "#45145 is the better anchor because it has the same title as #45151 and also has an inbound reference, which makes it the more established copy for deduplication.", + "summary": "Likely duplicate closed issues with identical titles and similar body lengths, but the evidence available here is limited to metadata and a soft-similarity signal. The cluster should be treated as a probable duplicate pair, not a proven near-identical match.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created first and has the only inbound reference, making it the more established issue page.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue representative since it has the same title as #45151 and slightly stronger linkage via inbound references.", + "best_issue_reason": "Issue #45145 is the best representative issue for this cluster for the same reasons: earliest creation and slightly stronger linkage history.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and similar body size, plus a soft-similarity signal, make these plausibly the same underlying report, though the match is not definitive." + "reason": "Same title and a soft-similarity signal indicate they likely describe the same issue, and there is no metadata suggesting different scope. The evidence is not enough to claim identical bodies, but it is sufficient for a duplicate cluster." } ] }, "evaluator_result": { "accept": false, - "feedback": "The pair looks plausibly duplicate, but the analyst is a bit too certain for the evidence provided. The packet only shows identical titles, similar body lengths, one inbound reference, and a soft-similarity signal; it does not directly establish that the bodies are \u201chighly similar,\u201d \u201ceffectively identical,\u201d or that both are definitively the same report. The canonical choice based on inbound reference is reasonable, but the confidence and duplicate wording are somewhat overstated." + "feedback": "The comparison is not supported as strongly as stated. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not provide the issue bodies or evidence that the descriptions/content are the same. The cluster may still be a plausible duplicate pair, but the summary and soft-edge rationale overstate the evidence by claiming near-perfect duplication and identical issue descriptions." }, "evaluator_used": true, "retried": true, @@ -16349,7 +16395,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "18c5850ebed6226e67fa8d1c49fe56e7e6326ace503057a887728e8ac41e3cc1", + "prepared_review_unit_hash": "953b1ad1d73f6a41f7ad14a78ae94b6f6d2811e4b28fc8041955f215f481bb21", "component_budget": { "node_count": 2, "item_count": 2, @@ -16371,18 +16417,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs. One is a Gemma4/audio-module dtype issue with `torch.finfo()` on `uint8` weights; the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an assertion. They share the broad area of quantized inference but not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a concrete, configuration-driven regression with a clear failure mode and likely wider applicability across models using BitsAndBytesConfig.", + "summary": "These are two separate 4-bit inference bugs. One is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that clears the default lm_head exclusion and triggers an AssertionError. They share only a broad quantization context, not the same underlying failure or fix.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is more suitable as the primary issue for this cluster since it is a crisp, reproducible bug report about a specific regression path. Issue #45672 is a model-specific dtype failure and not the same problem.", + "best_issue_reason": "Issue 45674 is the clearer representative bug report because it names the specific BitsAndBytesConfig regression and concrete AssertionError, but it does not subsume the Gemma4/audio torch.finfo failure in 45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different code paths and failure mechanisms: Gemma4/audio-module `torch.finfo()` on `uint8` vs. BitsAndBytesConfig `llm_int8_skip_modules` removing default `lm_head` exclusion. Shared 4-bit inference context is too broad to treat as a duplicate." + "reason": "Different bug paths and fixes: 45672 is a Gemma4/audio uint8 torch.finfo TypeError, while 45674 is a BitsAndBytesConfig llm_int8_skip_modules regression that removes lm_head exclusion and causes an AssertionError. Shared 4-bit inference context is not enough to merge them." } ] }, @@ -16412,40 +16458,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "a68e0224ec8852e86540007d82f8bf05fa84444146295384145b97c018669537", + "prepared_review_unit_hash": "9a7fe8996ed6b865fd628879d7fea85aecc9723603f0e36b0ff6cd2daf40b83b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated closed records with different personal-name titles and no substantive overlap; they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These two closed issues appear unrelated: they are just distinct person-name/date strings with no body, code references, or shared targets. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because neither contains actionable bug/report content, and there is no evidence they describe the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different people and dates in the titles, with no body text, links, targets, or shared context indicating the same underlying bug or request." + "reason": "The titles differ in both name and date, and there is no body, linkage, or technical context indicating the same underlying issue." } ] }, @@ -16475,7 +16521,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3b7ce52105dcfbe9367fcef09c1789a9c13831341046ddf82ee6338636f760d7", + "prepared_review_unit_hash": "8c3313ac973c53141626c5b159b2de4496c21e0e80410f415b10781b0fb42479", "component_budget": { "node_count": 2, "item_count": 2, @@ -16497,18 +16543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only loosely similar names and dates in the titles, but no body, no shared targets, and no evidence of the same underlying bug or request. They do not look like duplicates beyond superficial name similarity.", - "confidence": 0.97, - "canonical_issue_reason": "Neither issue has substantive content; if one must be chosen as the cluster representative, issue #45764 is marginally earlier and just as content-free as #45765.", + "summary": "Two closed issues with only person-name/date titles and no body or technical detail. They do not appear to describe the same bug or change; the similarity is just the shared surname.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue has actionable content, but issue #45764 is slightly more concise and can serve as the representative placeholder for this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45764 is the best representative only by timestamp; there is no technical signal to distinguish it from #45765.", + "best_issue_reason": "Issue #45764 is the cleanest representative only because it is as information-poor as the other item and slightly simpler; there is no substantive technical distinction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles are different personal names with dates, and there is no body, code target, or discussion evidence tying them to the same bug or change." + "reason": "Reject: both are closed, content-free title-only issues, and the overlap is only a shared surname/date pattern rather than a shared underlying bug or request." } ] }, @@ -16548,88 +16594,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "cc1ebd6e5a56fb6a8fdf8bb2139092a6529f99e85fdb299e9a7041af46685f4a", + "prepared_review_unit_hash": "8b547eecf8e16b75b3449fd44d0b8400f4fc482417fc1331f52ab978b07ba70c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5724, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not one single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus an unrelated dataset-promo issue (45869). The cross-pair matches are only broad topical similarity around financial data/DataForge, not the same underlying request.", - "confidence": 0.96, - "canonical_issue_reason": "There is no single canonical issue for the whole cluster because it splits into two separate duplicate pairs with different asks. If one representative must be chosen, 45872 is the most detailed and specific of the DataForge pair, but it should not absorb the other unrelated pair.", + "summary": "Two exact-duplicate issue pairs are present: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by theme and is not a duplicate of the others.", + "confidence": 0.93, + "canonical_issue_reason": "45872 is the strongest canonical issue: it is the more specific request, and 45873 is an exact duplicate. The 45870/45871 pair appears to be a separate duplicate issue topic.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest representative within the cluster because it is a concrete, specific request and has an exact duplicate in 45873. However, it only represents one of the two duplicate subclusters, not the entire cluster.", + "best_issue_reason": "45872 is the best representative issue overall because it is the clearest, most concrete financial-data/service request and has an exact duplicate counterpart; the other similar titles are separate requests, not the same underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifacts: one is a financial dataset promo, the other is a DataForge example request. Similar keywords only, not the same issue." + "reason": "Same general finance theme, but one is a dataset bundle listing and the other is an example request; not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifacts: one is a financial dataset promo, the other is a DataForge example request. Similar keywords only, not the same issue." + "reason": "Dataset bundle vs. example request; related topic only, not a duplicate." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate: same title and apparent same request, so they are the same underlying issue." + "reason": "Identical title and matching metadata suggest the same example request duplicated twice." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping service component. Related topic, different underlying issue." + "reason": "Both mention financial time series/DataForge, but they ask for different deliverables: an example versus a scraping/service feature." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping service component. Related topic, different underlying issue." + "reason": "Different requested change; similar finance/DataForge wording is not enough to treat them as the same issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping service component. Related topic, different underlying issue." + "reason": "Exact duplicate of the example request, but 45872 is a different feature request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is an example request and the other adds a scraping service component. Related topic, different underlying issue." + "reason": "The example request and the scraping/service request are distinct underlying issues." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate: same title and apparent same request, so they are the same underlying issue." + "reason": "Identical title and matching metadata indicate a direct duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: 45870/45871 and 45872/45873 are exact duplicate pairs, while 45869 is only softly related by topic. The cross-pair rejections are appropriately conservative, and the canonical-issue note correctly avoids collapsing two different asks into one cluster-wide representative." + "feedback": "The summary is grounded in the packet. The exact duplicate pairs 45870/45871 and 45872/45873 are supported by identical titles and matching body length, and the non-duplicate judgments for 45869 versus the other issues are conservative. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -16681,8 +16727,8 @@ "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:45922", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:45899", "pull_request:44827|pull_request:45899", "pull_request:44827|pull_request:45170", @@ -16698,214 +16744,202 @@ "pull_request:44827|pull_request:45922", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "8b6de8f398270997940292a09e62c61e2afdedf856a8210ece612a16d77998f8", + "prepared_review_unit_hash": "af2f0904a64ce2dc26a9c2c21b0005f744f9ca68188b0f15c767a557627b2eb6", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 29, - "serialized_chars": 46661, - "estimated_input_tokens": 11666, - "estimated_eval_tokens": 23588 + "serialized_chars": 46708, + "estimated_input_tokens": 11677, + "estimated_eval_tokens": 23610 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 29, - "serialized_chars": 46661, - "estimated_input_tokens": 11666, - "estimated_eval_tokens": 23588 + "serialized_chars": 46708, + "estimated_input_tokens": 11677, + "estimated_eval_tokens": 23610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated PRs that only overlap at a broad topic level (new-model additions, docs, tokenizer utilities, etc.). The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs, which both change the same function to forward supported `cross_entropy` kwargs for the same issue.", - "confidence": 0.91, + "summary": "Only one soft duplicate pair looks real: the two `fixed_cross_entropy` PRs both patch the same loss-utils code path to forward `cross_entropy` kwargs. The rest are topical overlaps only and should stay separate; even the auto-marked Mistral4/continuous-batching pair is not a duplicate change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the duplicate pair because it targets the shared issue `#43240`, patches the same `fixed_cross_entropy` code path, and appears to be the more issue-aligned version of the same fix.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it is the clearer, issue-linked implementation of the `fixed_cross_entropy` kwargs fix and directly subsumes the alternate wording/shape in 43254.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best representative PR in this cluster because it is the only clearly duplicated change and the one explicitly linked to the underlying bug report; the rest of the cluster is not duplicate-suitable.", + "best_pr_reason": "PR 43251 is the strongest global PR candidate among the only true duplicate pair: it targets the exact same `loss_utils.fixed_cross_entropy` bug, has the explicit tracking issue link, and is the more complete version of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are unrelated model/runtime PRs; one adds VideoPrism, the other adds an Executorch dynamic-shape test." + "reason": "Different features: VideoPrism model add vs Executorch dynamic-shape export test; no shared bug or mergeable code-path fix." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions for MistralCommon are unrelated to adding MobileLLM." + "reason": "Unrelated areas: Mistral tokenizer method gap vs adding MobileLLM; not the same underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer cleanup and Executorch export testing fix different code paths." + "reason": "Tokenizer API fix and Executorch export testing are unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness is not the same change as adding a new model implementation." + "reason": "Processor robustness changes vs a new model add; same broad subsystem only, not a duplicate." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs forwarding is unrelated to adding MobileLLM." + "reason": "Loss function kwargs forwarding vs MobileLLM model addition; unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "A cross-entropy helper fix and Mistral4 test/model cleanup are different bugs." + "reason": "Same repo area is too broad; one is a loss utility fix, the other is Mistral4 test/model cleanup." }, { "left": "pull_request:43424", "right": "pull_request:45919", "accept": false, - "reason": "Executorch dynamic-shape testing is unrelated to adding Sapiens2." + "reason": "Executorch dynamic export testing and Sapiens2 model integration are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:45899", "accept": false, - "reason": "Executorch export tests and continuous-batching docs cover different concerns." + "reason": "Model export tests vs continuous-batching docs; not the same code-path bug or change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests do not match the Mistral4 model/test fix." + "reason": "Executorch export test vs Mistral4 test/model changes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export testing is unrelated to MobileLLM model addition." + "reason": "Executorch export test and MobileLLM model add are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + "reason": "New model addition vs config-resolution fix; different problems." }, { "left": "pull_request:43823", "right": "pull_request:45922", "accept": false, - "reason": "MobileLLM model scaffolding and vision-model lru-cache leak fixes are unrelated." + "reason": "MobileLLM addition vs vision-model LRU leak fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding a new model is not the same as refactoring Falcon output collection behavior." + "reason": "MobileLLM addition vs Falcon output-interface refactor; not duplicates." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactoring and a model-creation skill are unrelated changes." + "reason": "Falcon refactor and Mistral4 test fixes are separate model-specific changes." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactoring does not match Mistral4 test fixes." + "reason": "Falcon refactor vs model-creation skill/content changes; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45899", "accept": false, - "reason": "Falcon model internals and continuous-batching documentation are not the same underlying change." + "reason": "Falcon model refactor vs docs for continuous batching; no common bug." }, { "left": "pull_request:44827", "right": "pull_request:45899", "accept": false, - "reason": "Mistral4 test/model fixes do not overlap with a docs-only continuous-batching update." + "reason": "Reject despite similarity score: Mistral4 test/moe-related fix and a docs-only continuous-batching update are not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes are unrelated to the CLIP-like `layrnorm` spelling correction." + "reason": "Mistral4 tests vs CLIP-like `layrnorm` typo rename; different fixes." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 tests/model adjustments are unrelated to audio/video processor docs." + "reason": "Mistral4 test work and docs for audio/video processors are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 changes are unrelated to fixing config resolution order." + "reason": "Mistral4 test fixes vs config-resolution ordering fix; unrelated." }, { "left": "pull_request:45170", "right": "pull_request:45899", "accept": false, - "reason": "A weight-renaming/model spelling fix is unrelated to continuous-batching documentation." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Mistral4 model/test fixes are unrelated to the model-creation skill PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Adding MobileLLM is not the same as introducing a model creation skill." + "reason": "Typos in CLIP-like model weights/names vs continuous-batching documentation; not duplicates." }, { "left": "pull_request:45213", "right": "pull_request:45899", "accept": false, - "reason": "A model-creation skill and decode-fast-path docs are unrelated." + "reason": "Model-creation skill scaffolding and decode-fast-path docs are unrelated documentation changes." }, { "left": "pull_request:45795", "right": "pull_request:45899", "accept": false, - "reason": "Docs for audio/video processors do not duplicate decode-fast-path documentation." + "reason": "Docs for audio/video processors vs docs for decode fast path; different documentation topics." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model code and processor docs are different changes." + "reason": "MobileLLM model addition vs docs for audio/video processors; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45899", "accept": false, - "reason": "Adding a model and documenting a decode optimization are unrelated." + "reason": "Model addition vs continuous-batching docs; not the same bug/change." }, { "left": "pull_request:44827", "right": "pull_request:45922", "accept": false, - "reason": "Mistral4 fixes are unrelated to the BEiT/vision-model memory leak cache cleanup." + "reason": "Mistral4-related test/model changes and vision-model memory leak fixes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in the same way to forward supported kwargs to `nn.functional.cross_entropy`, so they are the same concrete fix and could be merged into one PR." + "reason": "Both PRs fix the same `fixed_cross_entropy` code path in `loss_utils.py` by forwarding supported `cross_entropy` kwargs; they are mergeable variants of one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair is the shared `fixed_cross_entropy` change (`43251`/`43254`), which is supported by the shared file and issue target `#43240`. The other pairwise rejections are consistent with the listed titles/diffs and do not overstate duplication." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 43251/43254, is supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs-forwarding change. The rejected soft pairs are all reasonably treated as topical overlaps rather than mergeable same-bug fixes." }, "evaluator_used": true, "retried": false, @@ -16932,7 +16966,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c8eb94239f6eb8f3cfd36781ac9b2debfceedb6fe09310db64376120a7c0691f", + "prepared_review_unit_hash": "db75abc2b1ebd79d547896a66618db5e0da36a6a03de41b3196d75233dcaf8d1", "component_budget": { "node_count": 2, "item_count": 2, @@ -16954,18 +16988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice pull requests, but they are not duplicates: PR 40546 is the main initial VibeVoice implementation, while PR 42781 adds a separate VibeVoice Realtime path plus an acoustic tokenizer and generation changes. Shared files are mostly the same model-family scaffolding, not the same concrete fix/change.", - "confidence": 0.94, + "summary": "Two overlapping VibeVoice PRs, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 is a separate realtime extension with additional acoustic-tokenizer work and generation changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the broader, more complete initial VibeVoice implementation and has much higher review activity; PR 42781 looks like a later extension for realtime support rather than the primary change.", + "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and is not marked draft, whereas #42781 is a later draft focused on realtime support.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest representative of the cluster: it introduces the core VibeVoice integration across docs, auto-mapping, model code, processing, and pipeline hooks. PR 42781 is narrower and draft-status, focused on realtime/acoustic-tokenizer follow-up work.", + "best_pr_reason": "#40546 is the best representative of the cluster since it covers the core VibeVoice integration end-to-end and is the most complete single change set.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: the PRs share VibeVoice files and auto-registration, but 42781 adds a separate realtime/acoustic-tokenizer feature set and generation changes rather than fixing or implementing the same concrete code path as 40546." + "reason": "They share the VibeVoice subsystem and several files, but #42781 is a distinct realtime follow-up with acoustic tokenizer and generation additions, not the same concrete bug or change as the base implementation in #40546." } ] }, @@ -16995,7 +17029,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "77c2685f7696b2e48898c1fade88c87477d3dbde2820f4cb494c453f9109c025", + "prepared_review_unit_hash": "710d6384e8cb7d2a84e608a91af6f718517e507a399e14f68570a2057e2c9e56", "component_budget": { "node_count": 2, "item_count": 2, @@ -17017,8 +17051,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not appear to fix the same underlying bug or implement the same change.", - "confidence": 0.98, + "summary": "These are unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -17028,7 +17062,7 @@ "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different capabilities; no shared code-path problem or mergeable duplicate change." + "reason": "Different models, different code paths, and different user-facing features; they are not plausibly mergeable into one PR or fixing the same problem." } ] }, @@ -17123,46 +17157,46 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "6feb716c29ddcc88592b8f12d8208ba4891a135a91bc0f2a0d15cb689fd14647", + "prepared_review_unit_hash": "e0a9be29b52dae121b769f75e3ba5fe63a50da1372ae399b34118856b56cc3d9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10409, - "estimated_input_tokens": 2603, - "estimated_eval_tokens": 5462 + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate open PRs adding different models (DeepSeekOCR, Isaac, and Kimi2-6). They share the same broad scaffolding pattern for new model integration, but they are not the same underlying change.", + "summary": "These are three separate pull requests adding different new models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration/documentation boilerplate, but the underlying model codepaths and changes are distinct, so they should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR adds a different model and touches its own model-specific code paths.", + "canonical_pr_reason": "No single canonical PR: the three PRs are for different model additions, not the same fix or feature.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good representative duplicate target because the changes are distinct model additions rather than one shared fix.", + "best_pr_reason": "PR 45630 is the strongest representative of the cluster\u2019s general theme because it has the broadest model integration surface and highest discussion activity, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and different implementations; shared new-model boilerplate is not enough to treat them as the same change." + "reason": "Different models and implementations (DeepSeek OCR vs Isaac); shared auto-registration/docs scaffolding is not enough to treat them as the same PR." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are separate model integrations with different files, configs, and code paths." + "reason": "Both are new-model additions, but they target different model families and codepaths, so they are not mergeable as one change." } ] }, @@ -17192,7 +17226,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "595a8e3e100876655e759346220735e4e2aa96afc32318d50673a0a50ac53524", + "prepared_review_unit_hash": "4dd71bfb7fbc92e4201649551ef71c35acc0acedbe235991bf29fdac95630cf0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17214,18 +17248,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch GitHub Actions workflows, but they are different upgrade efforts: one focuses on checkout/cache/artifact actions for Node 24 compatibility, while the other bumps docker/build-push-action and a separate set of workflow actions. Shared files alone are not enough to treat them as duplicates.", - "confidence": 0.96, + "summary": "Two GitHub Actions maintenance PRs with overlapping workflow files, but they target different action families and upgrade goals rather than the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for a duplicate cluster: the PRs address different action-version upgrade tracks and do not fix the same underlying change.", + "canonical_pr_reason": "PR 42975 is the broader, more clearly scoped compatibility update: it systematically bumps core GitHub Actions used across many workflows specifically for Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "If one PR must represent the cluster, 42975 is the broader GitHub Actions compatibility update, but it still should not absorb 42976 as a duplicate.", + "best_pr_reason": "PR 42975 is the best representative PR in this cluster because it has the clearer end goal and wider workflow coverage; PR 42976 is a narrower Docker action version bump with a different motivation.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They upgrade different GitHub Actions families and target different maintenance goals; overlapping workflow files do not make them the same change." + "reason": "Reject: both are workflow dependency bumps, but 42975 updates general GitHub Actions for Node 24 compatibility while 42976 upgrades docker/build-push-action to v6. They touch some same files, yet they are not the same underlying bug or change and would not naturally be one merged PR." } ] }, @@ -17268,88 +17302,88 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "eef849d5186c2f253d507ddd1180de42ad4402dde2758aae2dbf4e621aede737", + "prepared_review_unit_hash": "ba5126ed52a2293f9992d03ccb2c928563db694a5282b19e9c7e6a2c14717904", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23536, + "estimated_input_tokens": 5884, + "estimated_eval_tokens": 12024 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23541, - "estimated_input_tokens": 5886, - "estimated_eval_tokens": 12028 + "serialized_chars": 23536, + "estimated_input_tokens": 5884, + "estimated_eval_tokens": 12024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly superficial similarity from model-addition PR boilerplate (docs, auto mappings, tests), plus one unrelated distributed-loading PR. None of the soft edges look like true duplicates or mergeable into a single change.", - "confidence": 0.97, + "summary": "This cluster is mostly a bundle of unrelated model-addition PRs plus one distributed-loading feature. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is warranted.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are separate feature PRs for different model families or pipeline-parallel infrastructure, and the overlap is mostly docs/registry boilerplate.", + "canonical_pr_reason": "No single canonical PR exists: the set spans distinct model families and one core-loading/distributed feature, so the PRs are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "No PR is a true duplicate anchor here; if forced, 43451 is the most substantial standalone model-addition PR, but it does not subsume the others.", + "best_pr_reason": "45838 is the most substantial standalone PR in the set, but it still only covers PP-OCRv6 text recognition and is not a suitable duplicate target for the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo) with distinct codepaths; shared docs/auto-registration files are boilerplate, not the same fix." + "reason": "ViT NEPA vs Molmo: different model families and implementation paths, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different implementations and files; not the same underlying change." + "reason": "ViT NEPA vs Molmo2: unrelated model additions despite both being model-support PRs." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different models (ViT NEPA vs CTSM) and different model code; overlap is only generic transformers registration/docs." + "reason": "ViT NEPA vs CTSM: separate model integrations with different code paths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model releases with different configs/modeling/processing code; not a duplicate PR." + "reason": "Molmo vs Molmo2 are related by name, but they are different model families with different files and support code." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; shared auto/model registry edits are broad subsystem boilerplate." + "reason": "Molmo vs CTSM: different models and different integration work." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model integrations with different model paths; no concrete bug or change overlap beyond registration/docs." + "reason": "Molmo2 vs CTSM: distinct model additions, not one concrete bug fix or merged feature." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Audio model addition vs OCR text-recognition model support; different domains, code paths, and artifacts." + "reason": "Lfm2 audio vs PP-OCRv6 text recognition: different modalities and unrelated code paths." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading infrastructure is unrelated to PP-OCRv6 model support; not the same bug or change." + "reason": "Pipeline-parallel loading support is a core distributed feature, not the same change as PP-OCRv6 model support." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model addition and PP-OCRv6 text recognition support are distinct features with different model implementations and purposes." + "reason": "CTSM vs PP-OCRv6 text recognition: separate model support PRs with no shared underlying defect." } ] }, @@ -17382,7 +17416,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "356185cd66553e5d8185cfd6093f4b59457cfbf2293784af67f3df8b395e0efc", + "prepared_review_unit_hash": "3ba77b1c7ab430500790280381aef8a238d1f48c224ea62ba4798ccdc8513333", "component_budget": { "node_count": 3, "item_count": 3, @@ -17404,30 +17438,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are pull requests with unrelated fixes: Whisper tokenizer/test changes, CLIP/ViT test changes, and a dequantization/fine-grained FP8 fix. None are the same underlying change.", + "summary": "These three pull requests address different areas: Whisper tokenization/test cleanup, dummy failing test edits in CLIP/ViT, and an FP8 dequant/loading fix. None look like the same underlying bug or change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains a substantive code-path fix across model loading and FP8 quantization, whereas 43291 and 43665 are narrow test-oriented changes with no clear shared bug.", + "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set, centered on a specific FP8 dequant/loading fix with related implementation updates and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative artifact: it addresses a concrete implementation bug, touches production code, and has the most complete multi-file fix. The other PRs appear to be test-only or localized cleanup changes.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it fixes a concrete code-path problem rather than only touching tests or containing unrelated placeholder assertions.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-related, but they target different models and different failures (Whisper tokenizer/tests vs CLIP/ViT test edits). They do not look like the same bug or one mergeable PR." + "reason": "Whisper decode/tokenization changes are unrelated to the CLIP/ViT test edits, which are just artificial failing assertions and do not indicate the same bug or fix." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fixes and FP8 dequantization/loading fixes are unrelated code paths and subsystems. Shared 'fix' wording is too broad to treat as a duplicate." + "reason": "One PR changes Whisper decoding behavior, the other changes FP8 model loading/dequantization; they target different subsystems and different concrete problems." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "PR 43665 only changes CLIP/ViT tests, while PR 44815 changes model loading and FP8 quantization internals. These are not the same change and should not be merged as duplicates." + "reason": "The CLIP/ViT PR is test-only with dummy assertions, while the FP8 PR is a real implementation fix in loading and quantization; they are not the same underlying change." } ] }, @@ -17457,12 +17491,12 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "d3ab2ef564602e14e357ccfde7525e4489bd7dc77d1335f263188828cb8d7be1", + "prepared_review_unit_hash": "4fab615df8dd06ef94b91f03115aa4ec43f0c2ba5000f1f9dbc88a9eef2a598a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4561, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17470,7 +17504,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4561, + "serialized_chars": 4563, "estimated_input_tokens": 1141, "estimated_eval_tokens": 2538 }, @@ -17479,18 +17513,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both marked as non-merging experiments, but they change different areas: one is a packaging/versioning and test-dependency tweak, while the other rewires CI/workflow and testing utilities. They do not look like duplicates.", - "confidence": 0.91, + "summary": "Two unrelated open PRs were loosely matched by a shared Vit test file, but they target different changes: one is a repo-bot/setup test artifact, the other rewrites CI/workflow and notification/testing utilities.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the patches target different code paths and are not plausibly mergeable into one fix despite sharing a test filename.", + "canonical_pr_reason": "pull_request:43532 is the more substantive and representative PR in the cluster; it makes coordinated CI/workflow and testing-utility changes, while pull_request:43488 is an isolated bot-format/check PR.", "best_issue_reason": null, - "best_pr_reason": "No single PR stands out as the representative duplicate target because the changes are unrelated beyond superficial overlap.", + "best_pr_reason": "pull_request:43532 is the best anchor for this cluster because it has clearer functional scope and broader context; pull_request:43488 looks like a synthetic or repo-bot validation change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: shared vit test filename is incidental; one PR changes setup/versioning and pytest deps, the other changes workflow automation and testing utilities, so they are not the same underlying change." + "reason": "Reject: they do not fix the same concrete bug or implement the same change. 43488 is a setup/versioning and test-file bot-check PR; 43532 changes CI workflows, testing utils, and notification tooling. The shared Vit test file is incidental." } ] }, @@ -17520,12 +17554,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "5a4c7cf47869a9849de41c35f61ba0f8ae1249c3de1978a6cecaede877f08404", + "prepared_review_unit_hash": "4646d7e840390abc41f537720c35e838081cf71b78aa1f49444c9c92f5d5fada", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17533,7 +17567,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17542,18 +17576,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related pipeline/docs additions, but they implement different features: promptable concept segmentation vs promptable visual segmentation. Shared infrastructure files are not enough to treat them as duplicates, so the soft edge should be rejected.", - "confidence": 0.97, + "summary": "Two separate feature PRs add different pipelines: promptable concept segmentation vs promptable visual segmentation. They share documentation and registry plumbing, but target different tasks/models and are not the same change.", + "confidence": 0.95, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because these are distinct features rather than duplicates; both are viable independent additions with different scopes.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying feature work and code paths: one adds PromptableConceptSegmentationPipeline, the other adds PromptableVisualSegmentationPipeline with different model/test coverage. They are related but not mergeable as one PR." + "reason": "They add different pipelines with different task definitions and model integrations. Shared docs/registry edits are generic scaffolding, not evidence of the same underlying bug or mergeable duplicate PR." } ] }, @@ -17583,7 +17617,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6b5a55abae0eab118852981dc3fc5e232dbc8d0033a4df319b2692a4a6449631", + "prepared_review_unit_hash": "42eb9a4ea899acd00ef2715b882f056f09abe33657837f184bce3fa932da1537", "component_budget": { "node_count": 2, "item_count": 2, @@ -17605,18 +17639,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate trainer extensibility PRs: one adds a loss-scaling hook for gradient accumulation, the other adds an overridable signature-column helper for column filtering. Same file, but different code paths and behaviors; not duplicates.", - "confidence": 0.96, + "summary": "Two independent trainer.py PRs: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering/PEFT. They share a file but target different code paths and are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43663 is the more general trainer API refactor: it extracts signature-column computation into an overridable helper and is the cleaner representative of the cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43663 is the strongest standalone change here because it introduces a reusable trainer hook with broad extensibility value and a self-contained code-path adjustment.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch trainer.py, but one changes gradient-accumulation loss scaling and the other changes input-column filtering via signature inspection; they fix different problems and would not plausibly merge as one PR." + "reason": "Both edit Trainer internals, but one changes loss normalization in training_step while the other adds signature-column extraction for input filtering. Different behavior, different bug/change, not mergeable as one PR." } ] }, @@ -17648,55 +17682,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "eede7eb815cf7f8b49b29ca3f8ee65f7b579dec35362cfc21762f445a0b8fc1d", + "prepared_review_unit_hash": "6d8593e608f3a6c3d530d12016fd06b1d4d74972eaefec745b1ceac4e1eb22ae", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs modify `src/transformers/cli/serve.py` and are aimed at the same import-time `TypeAdapter` annotation NameError in the CLI. PR 43842 is the most focused fix; 43656 and 43836 look like broader/earlier variants of the same underlying problem.", - "confidence": 0.79, + "summary": "PR 43836 and PR 43842 are tightly related alternative fixes for the same `serve.py` TypeAdapter/annotation NameError. PR 43656 is in the same area, but the evidence is weaker and does not support treating it as mergeable with 43842 as a single bugfix PR.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "43842 is the cleanest direct fix: it makes `TypeAdapter` a type-checking-only import and stringizes the annotation at the failing call site, with minimal unrelated churn.", + "canonical_pr_reason": "PR 43842 is the best representative because it is the most direct and focused fix for the `serve.py` TypeAdapter NameError, with a small diff and a clear issue target.", "best_issue_reason": null, - "best_pr_reason": "43842 is the best representative PR because it targets the exact runtime NameError in the most explicit and narrowly scoped way.", + "best_pr_reason": "PR 43842 is the strongest standalone representative of the cluster: it directly addresses the runtime annotation bug with the least extra scope.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both address the same `TypeAdapter`-related NameError in `serve.py`; 43656 is a broader postponed-annotations variant of the same fix, while 43842 is the narrower follow-up." + "accept": false, + "reason": "Same file and similar theme, but only soft filename/similarity evidence and a different issue target; not enough to conclude the two PRs fix the same concrete bug in a mergeable way." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Same file, same import-time `TypeAdapter` bug, and both make the annotation safe at runtime; 43836 is just a broader refactor around the same concrete problem." + "reason": "Both PRs target the same concrete `serve.py` TypeAdapter NameError and appear to be alternative implementations of the same underlying fix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary and pair verdicts are grounded in the packet. All three PRs touch `src/transformers/cli/serve.py` and are clearly in the same TypeAdapter/annotation bug family. The soft-edge accepts are conservative enough: 43836 and 43842 share the same issue target, and 43656 is plausibly the same CLI NameError class of fix even though it is broader and only linked by soft similarity. No overstatement that would warrant rejection." + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. PR 43842 and 43836 clearly cluster around the same serve.py TypeAdapter issue, but PR 43656 only has soft filename/similarity evidence and a different issue target, so calling all three \"closely related fixes\" overstates the linkage. The 43656\u219443842 soft-edge accept is not conservative enough to support mergeability into a single bugfix PR." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17832,8 +17866,8 @@ "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", - "pull_request:44071|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:44098|pull_request:44101", @@ -17853,7 +17887,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -17867,8 +17901,8 @@ "pull_request:44018|pull_request:44129", "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", - "pull_request:43997|pull_request:44129", "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", "pull_request:44010|pull_request:44018", "pull_request:43996|pull_request:44161", "pull_request:43996|pull_request:44017", @@ -17882,370 +17916,352 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "6281b41118f98e3a6c462158e3b164825d2cab748e960cf0764db645ced7ce7f", + "prepared_review_unit_hash": "8b6fc44facde31f6140e8c5c7a6a6eef9d2538b445c0c30b50c4311b224e78d8", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75089, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a broad wave of standardized output-tracing refactors across many unrelated models. The only clear duplicate-like overlaps are within the GPT-J/CodeGen subgroup and the GPT-Neo subgroup; the rest are just thematically similar, not the same underlying code path.", + "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing tied to the same umbrella issue, but most items are not duplicates of each other because they touch different model code paths. The only clear duplicate group is the GPT-J/CodeGen lineage, plus a separate GPT-Neo pair.", "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the strongest representative of the shared GPT-J/CodeGen output-tracing change: it is issue-linked, touches the core files in the duplicate set, and cleanly expresses the standardized decorator migration.", - "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the best single PR to keep as the representative change because it is the most complete, issue-linked GPT-J/CodeGen refactor and has the clearest overlap with the accepted duplicate candidates.", + "canonical_issue_reason": "The shared umbrella is tracking issue #43979, but no actual issue node is included in the supplied items.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor line: it explicitly targets #43979 and overlaps the same GPT-J output-tracing change as the other GPT-J PRs.", + "best_issue_reason": "No issue artifact is present in the input, so there is no best issue to select from the cluster.", + "best_pr_reason": "PR #44722 is the best single PR to represent the cluster\u2019s duplicate core because it is the clearest GPT-J/CodeGen standardized-output-tracing implementation and overlaps the accepted duplicate pairings.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same general refactor theme, but different models and code paths (CVT/FNet vs GPT-J)." + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue is not enough to call them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they affect unrelated model implementations and are not the same change." + "reason": "Different architectures and code paths; these are sibling refactors, not the same change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target GPT-J output tracing in the same file and are the same underlying decorator migration." + "reason": "Both are GPT-J output-tracing refactors in the same file and appear to implement the same underlying change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different vision models and separate implementations; only the refactor theme is shared." + "reason": "RegNet/ResNet/RT-DETR vs EfficientNet; same issue target only indicates a shared refactor theme." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and no concrete code-path overlap." + "reason": "EfficientNet and GPT-J are unrelated concrete code paths; not the same bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; same modernization pattern, not the same bug or change." + "reason": "GPT-J/CodeGen vs EfficientNet; different model implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." + "reason": "MobileNetV2 vs DeBERTaV2 are different code paths; only the same tracking issue is shared." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and behavior; no shared concrete change." + "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different change scope." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen refactor versus MPT refactor; unrelated implementation details." + "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete implementation." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path, so they are plausibly duplicate iterations of the same change." + "reason": "Both PRs refactor GPT-Neo output tracing in the same file and appear to address the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J versus GPT-Neo; same refactor family but not the same code path." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families and different concrete changes." + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); similar refactor theme only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor and GPT-J/CodeGen refactor are unrelated." + "reason": "ResNet output tracing and GPT-J output tracing are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J are unrelated model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet versus GPT-J; only superficial similarity in refactor style." + "reason": "ResNet vs GPT-J; not the same underlying bug or change." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo and ResNet are different model families with different implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model changes." + "reason": "ResNet versus MPT; same refactor pattern, but not the same code-path problem." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo refactor versus Flaubert/XLM refactor; not the same underlying change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model families and changes." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated." + "reason": "GPT-Neo versus Flaubert; no shared concrete bug/change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementation changes." + "reason": "MPT and GPT-J are different implementations." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same concrete code path." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are separate model refactors." + "reason": "GPT-2 and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-J versus MGP-STR; same issue family is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model-specific changes." + "reason": "GPT-2 output tracing and GPT-J output tracing are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different code paths." + "reason": "GPT-Neo versus MPT; similar decorator migration, but not the same PR-worthy change." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated models." + "reason": "Segformer and LongT5 are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer output tracing and GPT-J/CodeGen output tracing are not the same change." + "reason": "Segformer and GPT-J are unrelated concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are separate implementations." + "reason": "Segformer and VisualBert are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are unrelated model changes." + "reason": "GPT-Neo versus MPT; not the same underlying bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different code paths." + "reason": "RegNet and VisualBert are different implementations; only the output-tracing theme matches." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet and LongT5 are unrelated implementations." + "reason": "RegNet and Segformer are unrelated concrete code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model-specific refactors." + "reason": "RegNet and MPNet are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated." + "reason": "RegNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different code paths." + "reason": "TextNet and Flaubert/XLM are separate model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model changes." + "reason": "MPNet and LongT5 are different concrete changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBERT and MPT are different implementations." + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model changes." + "reason": "RegNet and LongT5 are not the same underlying bug/change." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and VisualBert are unrelated." + "reason": "TextNet and LongT5 are different model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and TextNet are different code paths." + "reason": "GPT-Neo and LongT5 are separate changes." }, { "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and SpeechT5 are unrelated." + "reason": "RegNet versus MPT; similar refactor style only." }, { "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different model implementations." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "CVT/FNet and LongT5 are unrelated." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "Different models and different code paths." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { - "left": "pull_request:44010", + "left": "pull_request:44018", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa v2 are unrelated." + "reason": "GPT-Neo and DeBERTaV2 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa v2 and TextNet are different implementations." + "reason": "DeBERTaV2 and TextNet are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor with substantial file overlap." + "reason": "These overlap on the same GPT-J/CodeGen output-tracing refactor and could be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing changes to the same model code path, so they are duplicate-like." + "reason": "Both are GPT-J output-tracing refactors for the same file and same code path." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different vision model families and separate implementations." + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR; shared tracking issue only." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa v2 and SpeechT5 are different model-specific changes." + "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa v2 and VITS are unrelated implementations." + "reason": "DeBERTaV2 and VITS are different model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative about the non-overlapping model families, and the accepted pairs are limited to the clearly mergeable GPT-J/CodeGen and GPT-Neo iterations with shared file/code-path overlap." + "feedback": "The summary is grounded in the packet and stays conservative about overlap. The issue-node absence is correctly noted, the representative PR choice is supported by the shared #43979 target and filename overlap, and the accepted soft-edge pairs are the ones that look plausibly mergeable into single bugfix PRs. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -18283,14 +18299,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "8b0dd9ed8cc612b756a51bd4a909c5d635a5f71b03d1adf05ac785f0888bafe5", + "prepared_review_unit_hash": "e5a053f6e0363bbf917bc8864c90047790af63305022737405b52a19410cc8ba", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, @@ -18305,48 +18321,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are separate model-specific pull requests that apply the same general output-tracing refactor pattern, but they target different architectures and code paths. They should not be deduplicated as the same change.", + "summary": "All items are model-specific PRs applying the same output-tracing refactor pattern, but they touch different architectures and code paths, so they are related rather than duplicates. No issue artifacts are present.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "44129 is the best representative PR because it has an explicit issue target and the most clearly scoped end-to-end refactor within a single model, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 44073 is a clean, representative example of the shared refactor pattern: it explicitly updates VisualBert to use capture_outputs and can_return_tuple, with a concrete _can_record_outputs mapping and a clear title.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone PR to keep: it is explicit about the target issue, has a clear model-specific change, and is more concretely described than the others.", + "best_pr_reason": "PR 44073 is the best representative PR because its intent is explicit, the diff is straightforward, and it shows the standardized output-capture pattern without being muddied by a broader or less focused change.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and different forward paths, so they are not the same underlying change." + "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different internal code paths; they are not the same bug/change and would not plausibly be merged as one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "These are separate refactors for VisualBert and TextNet. The shared theme is output capture modernization, not one concrete bug or mergeable PR." + "reason": "VisualBert and TextNet are separate model families with distinct forward/output logic; this is the same refactor theme, not a duplicate change to one underlying code path." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert use different model code paths and output-recording hooks; this is only broad subsystem similarity." + "reason": "MPNet and VisualBert changes are model-local output-capture migrations in different files and layers; they share a pattern but not the same concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet vs TextNet are distinct model implementations with different tracing changes, so they should not be merged as duplicates." + "reason": "MPNet and TextNet are unrelated model implementations; the diffs reflect separate refactors for different output flows, so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model-specific output refactors; same refactor style, not the same concrete fix." + "reason": "RegNet and SqueezeBert are different architectures with different forward signatures and output handling; this is a common migration pattern, not one mergeable PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert attention tracing and SpeechT5 output capture are different code paths in different models, so they are not duplicative." + "reason": "SqueezeBert and SpeechT5 modify distinct model code paths; despite similar standardized-output wording, they are separate model-specific changes and should not be merged as duplicates." } ] }, @@ -18426,274 +18442,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "18e007608d35ef73251ef95ed87e6fade473a9f2480d66db9bf2ced88c754da2", + "prepared_review_unit_hash": "96c555c75dcce874e6ef223138a310546f06a74b0299118b13fe8935cd5bedea", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40178, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a true duplicate set: all items are separate, model-specific output-tracing refactors that share a tooling pattern (`can_return_tuple` / output capturing) but not the same concrete bug or code path. I would keep them separate and, if forced to pick a representative, use the broadest mamba-related PR.", - "confidence": 0.98, + "summary": "These are all model-specific output-tracing refactors across different architectures. They share a theme and wording, but they are not the same underlying change or bug fix.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the shared refactor pattern, touching two related model files and introducing the new tracing helpers, but it is still model-specific rather than a duplicate of the others.", + "canonical_pr_reason": "PR 44003 is the best representative because it is a substantive multi-file output-tracing refactor in closely related model implementations, not just a tiny wrapper tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest single representative of the cluster\u2019s theme because it is the most substantial output-tracing change among the set and shows the new helper usage most clearly.", + "best_pr_reason": "If one PR has to stand in for the cluster, 44003 is the most representative and substantive example of the shared refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model wrappers (`timm_backbone` vs `upernet`) with separate forward paths; same refactor style, not the same change." + "reason": "Different architectures and code paths; same broad refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models (`timm_backbone` vs `vision_text_dual_encoder`) and different APIs; only the tracing pattern overlaps." + "reason": "Different model families and forward paths; not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; both adopt output-tracing helpers but do not fix the same code path." + "reason": "Unrelated model implementations; similar output-tracing cleanup only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families (`timm_backbone` vs `mamba/falcon_mamba`) and distinct forward implementations." + "reason": "Different model families and code paths; only the refactor style matches." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `rwkv`); shared utility usage is not enough for duplication." + "reason": "Different models and internal mechanisms; not one mergeable duplicate fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; these are parallel refactors, not the same bug." + "reason": "Different models; both touch output handling, but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`mobilenet_v1` vs `upernet`) with separate output-shape/tracing code." + "reason": "Different architectures and forward logic; too broad to treat as duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are distinct models; they only share a common tracing migration." + "reason": "Different model families/files; same refactor pattern, not the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder-decoder wrapper families and unrelated forward paths." + "reason": "Different code paths and wrappers; only the general output-tracing theme overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different code paths; not mergeable as one bug fix." + "reason": "Different seq2seq wrapper/model; not the same concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); same refactor theme only." + "reason": "Different modalities and model internals; similar cleanup theme only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` are separate model wrappers with different outputs and call signatures." + "reason": "Different model code paths; both are refactors, not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (`vision_text_dual_encoder` vs `mamba/falcon_mamba`) and different output-capture plumbing." + "reason": "Different architectures and implementations; no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but they target different models and cannot plausibly be one PR." + "reason": "Different model families and files; same high-level refactor idea only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated models (`univnet` vs `upernet`); no shared concrete defect." + "reason": "Different models and output paths; not mergeable as one duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and forward code paths; only broad helper adoption overlaps." + "reason": "Different architectures and code paths; only the refactor theme is shared." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are separate model-specific changes, not one bug." + "reason": "Different model families; output-tracing cleanup alone is not enough." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated implementations; shared output-tracing refactor is too broad." + "reason": "Different model implementations and mechanisms; not the same underlying change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and separate forward semantics; not the same underlying issue." + "reason": "Different architectures/code paths; too broad to be duplicates." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` vs `superpoint` are entirely different code paths; same refactor motif only." + "reason": "Different model families and refactor targets; only a thematic overlap." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` and `codegen` are unrelated model implementations with distinct outputs." + "reason": "Different code paths and model types; not the same concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and APIs; the overlap is only the new output-tracing helper pattern." + "reason": "Different architectures and implementations; same refactor naming only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` touch different forward paths and output contracts." + "reason": "Different model internals; not the same change despite similar cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Separate models (`upernet` vs `codegen`); no shared concrete bug or change." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are unrelated; similar refactor language is not duplication." + "reason": "Different code paths and model types; same broad theme only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model wrappers and different code paths." + "reason": "Different model families and files; similar output-tracing refactor only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated models; not mergeable as one fix." + "reason": "Different encoder-decoder wrappers; not the same concrete fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are separate vision models with distinct forward behavior." + "reason": "Different models and implementations; too broad to merge as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated model families; only the tracing migration matches." + "reason": "Different architectures and tracing mechanisms; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are different architectures and output contracts." + "reason": "Different models/files; not one underlying bug or change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; same helper adoption does not imply duplicate fixes." + "reason": "Different model families and code paths; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Vision vs speech encoder-decoder wrappers are different code paths, not the same bug." + "reason": "Different encoder-decoder variants; same refactor style only." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are distinct model implementations." + "reason": "Different model implementations and targets; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` do not share a concrete defect; only the refactor pattern overlaps." + "reason": "Different code paths and model types; only broadly related." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech encoder-decoder and SuperPoint are unrelated models with different output structures." + "reason": "Different models and forward logic; not the same concrete bug/change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different forward signatures; not a duplicate." + "reason": "Different architectures and tracing implementations; same theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate wrappers with no shared concrete bug." + "reason": "Different model families/files; not mergeable as a single fix." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated code paths; the commonality is only output tracing." + "reason": "Different model types and output paths; only the high-level theme matches." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models (`superpoint` vs `dpr`) and different output contracts." + "reason": "Different code paths and architectures; not the same underlying change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are unrelated implementations; no evidence they fix the same underlying issue." + "reason": "Different models and implementations; similar cleanup theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model architectures and forward code; not the same concrete refactor." } ] }, @@ -18726,7 +18742,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "82528b93c5452b71a0585d099a0ef667a2130bfc4e37324d0d77b0243ecd5010", + "prepared_review_unit_hash": "690291aa65ab54b5148265a7729a0be619ea4db265b44d5d831249e6f00af755", "component_budget": { "node_count": 3, "item_count": 3, @@ -18748,30 +18764,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) that share only common registry/doc boilerplate. They are not duplicate fixes or mergeable into one PR.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate auto-registration/docs changes, but not the same underlying change or code path.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:45075 is the most representative PR in this cluster because it is a full model addition with substantial implementation/tests and the clearest standalone scope, plus it has the strongest review activity and explicit model-specific content.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45401 is the strongest standalone representative because it has an explicit issue target and a focused, self-contained implementation for one model family.", + "best_pr_reason": "pull_request:45075 is the best PR candidate overall as a concrete, well-scoped model implementation; it is more mature than the draft Voxtral PR and more substantial than the other add-model PR in this set.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different code paths; overlap is limited to shared Transformers registration/docs scaffolding, which is not enough to treat them as the same change." + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. The overlap is only generic Transformers registration/docs plumbing, not the same bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both add distinct model implementations. Shared auto/registry files are generic model-onboarding changes, not evidence of the same underlying bug or feature." + "reason": "Different model additions with distinct implementations and tests. Shared files are boilerplate auto-mapping/docs updates, which is not enough to treat them as duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Separate model introductions for unrelated architectures; they do not fix the same concrete problem and would not plausibly be merged as one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations. They may both add model registry entries, but they do not fix or implement the same concrete code path." } ] }, @@ -18801,12 +18817,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "52ccd303c16513f897ff3b645d1fb989edb836e7a54953a42f557edb5664e91b", + "prepared_review_unit_hash": "09654674b28b64ab18e7f99be4f9e2e19c63e70d68922ac80540f76d01078111", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18814,7 +18830,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18823,18 +18839,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related around module/kernel fusion, but they target different layers: #44979 introduces a general Module Fusion API, while #45363 wires that API into KernelConfig for n-to-1 kernel fusion. They do not appear to be the same concrete fix/change, so they should not be merged as duplicates.", + "summary": "Two related but distinct PRs: one introduces a general Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model-loading/integration code. They share a broad fusion theme but not the same concrete change.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational change: it adds the new module_fusion abstraction and tests, which can underpin later integrations.", + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing change: it threads KernelConfig through loading/integration paths and includes a working example. PR #44979 is more of a foundational API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the best representative of the cluster because it captures the underlying API being introduced, rather than one specific consumer integration.", + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements an actual fusion workflow in existing code paths, whereas PR #44979 is a separate API addition with different scope.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "#44979 adds a generic Module Fusion API; #45363 adds KernelConfig-based n-to-1 kernel fusion wiring and an example. They are adjacent but not the same concrete bug/change, and would not plausibly be merged into one PR without conflating API foundation with a specific integration." + "reason": "They are both about fusion, but not the same underlying change. #44979 adds a standalone Module Fusion API and new module_fusion.py infrastructure; #45363 implements n-to-1 kernel fusion via KernelConfig and integration/model-loading changes. Different scope and not plausibly one merged PR." } ] }, @@ -18864,7 +18880,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "40e27eed167f0db272861bf2643d7355bfda449adca9e5a03af1fce8973cfaac", + "prepared_review_unit_hash": "b523f4a5d92be7c76d362547034c154cda830af26372b30f096ca8c65c89f31e", "component_budget": { "node_count": 2, "item_count": 2, @@ -18886,18 +18902,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patching AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; 45317 is the more complete candidate because it includes a test update in addition to the same code fix.", + "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 appears to be the more complete version because it adds tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same bug fix as 45086 and also adds a regression test, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the better canonical representative because it covers the same fix as 45086 but also includes test coverage and more complete discussion/context.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR candidate: same underlying fix, same touched code path, and it includes tests, whereas 45086 is just the minimal code change.", + "best_pr_reason": "PR 45317 is the best overall PR choice because it is the more mature and complete implementation of the same underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same concrete bug in `_patch_mistral_regex`, same file, same fix lines, and the second PR is a superset with tests; these are effectively the same change." + "reason": "Same code path, same file, same explicit issue target, and the diff shows the same AttributeError fix; the second PR is essentially a fuller version of the first with tests." } ] }, @@ -18927,12 +18943,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "9ea6e766baff0f1a7a71109bc1e794b286bf314bcbecb56e39ef747f464a31e6", + "prepared_review_unit_hash": "118603767b7a1dc45ad449ee0fc98e9b4887ab50041ae1006db79778bccbc562", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18940,7 +18956,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18949,18 +18965,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they are not the same change: PR #45115 is a narrow conversion-mapping/inheritance refactor, while PR #45569 is a broader architecture split introducing separate dense/sparse model variants, docs, and tests.", - "confidence": 0.88, + "summary": "The two PRs are related to NemotronH but they are not duplicates: one refactors conversion/inheritance for NemotronH weights, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mapping, and tests.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete model-structure change and includes the user-facing docs/tests alongside code organization updates.", + "canonical_pr_reason": "PR #45569 is the broader end-state change: it introduces the dense/sparse model split plus docs and auto-mapping updates, while #45115 is a narrower conversion/inheritance refactor that appears preparatory rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR in the cluster due to its wider scope and clearer end-state; PR #45115 is a smaller supporting refactor and not a substitute for the full change.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it makes the main user-visible architecture/modeling change and touches the core model/package wiring; #45115 is a smaller supporting conversion-mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share the NemotronH subsystem, but they address different concrete changes: one focuses on conversion/name-mapping and inheritance cleanup, the other splits the architecture into dense/sparse variants with documentation and test updates. They do not look mergeable as one PR fixing the same underlying bug or implementing the same change." + "reason": "Related NemotronH work, but different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 splits the model into dense/sparse variants with docs/tests and auto-model updates. They would not plausibly be merged as one duplicate PR." } ] }, @@ -18990,7 +19006,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "1720418058ade51b413fce50d329a043c5017e8b8b103b89da3ff77f6f0503d1", + "prepared_review_unit_hash": "08a554b90bcc02289d2545b115d955d0509f69946005f23be305e8023dd97d56", "component_budget": { "node_count": 2, "item_count": 2, @@ -19012,18 +19028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other adds heterogeneous model/runtime support. They share helper files, but they are not the same concrete change.", - "confidence": 0.88, + "summary": "The two PRs are closely related, but they are not the same change: #45332 adds broader heterogeneous model support in modeling/cache code, while #45333 focuses on heterogeneous configuration plumbing. They share some files and likely build on the same new heterogeneity framework, but they do not look mergeable as a single duplicate fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the broader umbrella change and appears to subsume the model-side heterogeneous support along with the config plumbing.", + "canonical_pr_reason": "#45332 is the broader umbrella PR and better represents the shared heterogeneity initiative; it touches both config and modeling/cache code, while #45333 is narrower and primarily config-focused.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the best representative PR for the cluster because it covers the larger end-to-end heterogeneous support work rather than only the config layer.", + "best_pr_reason": "#45332 is the best representative PR for the cluster because it covers the larger end-to-end heterogeneous model support change and is the more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related infrastructure, but not the same underlying change: #45333 is focused on per-layer config support, while #45332 adds broader model/runtime heterogeneous support. They would not naturally collapse into one single PR without mixing separate scopes." + "reason": "Related feature work in the same subsystem, but not the same concrete bug/change. #45332 adds heterogeneous modeling/cache behavior, while #45333 adds heterogeneous config support; they are complementary rather than duplicates and would not be merged as one PR." } ] }, @@ -19053,7 +19069,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "3b37c09dc8cf81299d8aec42538ec2a802e8a8c6f306a4c34b5e9873abb8ee0c", + "prepared_review_unit_hash": "c9e4b877a6ab36321c3decc76d8a758447ecc92dcbb48ed8534dfab7d3e0646d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19075,18 +19091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they address different layers: #45415 is a broad repo-wide type-checking enablement pass, while #45425 adds specific typing aliases/protocols to satisfy a few code paths. They overlap in a few touched files, but not in the same concrete fix, so they should not be merged as duplicates.", - "confidence": 0.91, + "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing helpers and adjustments for modeling/utils integrations. They do not look like the same underlying change, so this is not a duplicate pair.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45425 is the more focused, concrete typing-change PR with a clear implementation surface and narrower scope.", + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, with a narrower code surface and clearer concrete purpose than the broad type-checking sweep in 45415.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the best single PR in the cluster because it targets a specific typing compatibility problem, whereas #45415 is a broad type-checking cleanup across many files.", + "best_pr_reason": "PR 45425 is the better representative of this cluster because it targets a specific typing integration change rather than a wide, mixed-scope type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing theme and a few filenames, but #45415 is a broad type-checking pass and #45425 is a targeted typing-compatibility change; they do not look like the same underlying bug or one mergeable fix." + "reason": "Both are typing-oriented, but 45415 is a broad type-checking sweep across many files while 45425 adds specific typing aliases/helpers for modeling and PEFT-related integrations. Different underlying changes, not one mergeable duplicate PR." } ] }, @@ -19125,70 +19141,70 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "c163ddb41c91c999a53df217577aaa1cb38c4082d9475705f53408369f6dca1b", + "prepared_review_unit_hash": "8fac0426666991214e61c78c67a1a4f72c31b05bf283a3c0a18dcd913191d8dd", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14704, - "estimated_input_tokens": 3676, - "estimated_eval_tokens": 7608 + "serialized_chars": 14707, + "estimated_input_tokens": 3677, + "estimated_eval_tokens": 7610 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14704, - "estimated_input_tokens": 3676, - "estimated_eval_tokens": 7608 + "serialized_chars": 14707, + "estimated_input_tokens": 3677, + "estimated_eval_tokens": 7610 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that happen to mention parallelism or XPU. The only real overlap is the broad theme of model-parallel/device-placement fixes, but the concrete bugs and code paths are different enough that they should stay separate.", - "confidence": 0.89, + "summary": "This cluster is only loosely related by theme (model-parallel/XPU-related work) but the PRs target different models and different concrete changes, so they are not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the strongest representative: it fixes an actual model-parallel device-placement bug in model code, spans multiple affected implementations, and includes tests. It is more substantive than the test-only expectation updates and broader than the single-model parallel fixes.", + "canonical_pr_reason": "PR #45487 is the strongest representative because it contains an actual code-path fix for model-parallel device placement and spans multiple related model implementations, making it the broadest substantive change in the set.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the best single PR for the cluster because it addresses a concrete runtime bug rather than only updating test expectations, and it has the clearest cross-model impact among the candidates.", + "best_pr_reason": "PR #45487 is the best standalone PR in this cluster: it fixes a real parallelism bug in model code rather than only updating tests, and it has the clearest general utility across affected models.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but for different underlying problems: altclip/chinese_clip device placement versus deimv2 backbone/_no_split_modules propagation. Not the same concrete bug." + "reason": "Both are model-parallel fixes, but they affect different models and different mechanisms: AltCLIP/ChineseCLIP device placement vs. DeiMV2 wrapper _no_split_modules propagation. Not the same underlying bug or mergeable as one PR." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "45487 is a runtime model-parallel bug fix; 45926 only adds XPU test expectations for a different model. Different artifact type and different underlying issue." + "reason": "These are XPU expectation/test updates for a different model family, not the same code-path bug as AltCLIP/ChineseCLIP model-parallel handling." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Gemma4 fixes device handling and no-split modules in one model; deimv2 fixes wrapper/backbone split-module propagation in another. Same theme, not the same change or bug." + "reason": "Gemma4 and DeiMV2 fix different model-parallel failure modes in different architectures; they share a theme but not a single underlying defect." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "Both are test expectation updates, but they cover different models and different outputs. They do not appear to fix the same underlying defect." + "reason": "Both only add XPU expectations, but for different models and tests. They are similar maintenance, not the same bug or change." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "These are separate XPU expectation updates for different model test files with different logits. Shared XPU context is too broad to merge as duplicates." + "reason": "Different model test expectation updates for XPU; no shared concrete defect or code path." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "Same rationale as the other test-only pairs: distinct model-specific expectation updates, not one shared bug or change." + "reason": "Different model-specific XPU expectation updates. Similar category, but not the same underlying issue or change." } ] }, @@ -19218,7 +19234,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "d442628b16118ce14ecb8c5551fae8c80edfe64713ee5a8a7a509f0088abe73c", + "prepared_review_unit_hash": "2549a3a3bd44ae843d1ea92294f522ad490288030a93e785b7f3c7db0754c64b", "component_budget": { "node_count": 2, "item_count": 2, @@ -19240,18 +19256,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct EP-loading fixes: one targets serialization/loading under accelerate + DeepSpeed ZeRO-3, the other targets expert parameters being overwritten during FSDP2/rank-0 broadcast. They overlap in modeling_utils but address different failure modes and code paths, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Both PRs are about expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. They should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the better representative PR because it fixes a specific concrete failure in the loading path and has the broader, more targeted EP/FSDP2 scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the strongest standalone PR in the cluster: the bug description is concrete, the diff is tightly focused on the affected loading path, and the fix matches a clear runtime failure mode.", + "best_pr_reason": "PR 45662 is the more concrete fix for a single loading bug, but it is still not a duplicate of 45548; the two PRs address different failure modes and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Same EP subsystem, but different underlying bugs: 45548 is about config serialization/loading with accelerate + ZeRO-3, while 45662 prevents expert tensors being overwritten during FSDP2 rank-0 broadcast. They are not the same code-path problem and should not be merged." + "reason": "Different underlying bugs: 45548 adds distributed_config serialization and a has_ep helper for EP/ZeRO-3 loading, while 45662 wraps sharded parameters to stop rank-0 broadcast from overwriting experts under FSDP2. Same subsystem, not the same fixable code-path problem." } ] }, @@ -19281,7 +19297,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a376a926c25f8ede7d60b3e3561461811140cdec4f978c345ceb1f0669f28392", + "prepared_review_unit_hash": "77ccd069436285010762120f5dcdadb0c9efd26d23c40e1edd38b56a0053b148", "component_budget": { "node_count": 2, "item_count": 2, @@ -19303,18 +19319,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist/captured_info artifact collision problem in transformers testing utilities; PR 45645 is the broader, more complete variant because it also updates CI log aggregation for the new multi-file output scheme.", - "confidence": 0.92, + "summary": "Both PRs target the same xdist collision problem around captured_info debug artifacts. PR #45639 fixes the write path in `testing_utils.py`; PR #45645 includes that change and also updates CI/workflow handling to read multiple per-worker files, making it the more complete representative of the cluster.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe testing_utils change plus the related CI workflow updates needed to consume multiple captured_info files, making it the more complete fix for the shared issue.", + "canonical_pr_reason": "PR #45645 is the better canonical PR because it subsumes the core xdist-safe logging fix and adds the workflow-side handling needed to preserve and aggregate the resulting artifacts.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative because it covers the full end-to-end change, not just the library-side file naming fix.", + "best_pr_reason": "PR #45645 best represents the cluster since it addresses the same underlying bug with a broader, more end-to-end fix across code and CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same concrete bug: xdist collisions in captured_info output. They share the same issue target and files, and 45645 looks like the superset that also updates CI handling for the new per-worker artifacts." + "reason": "Both PRs fix the same concrete captured_info xdist collision; #45645 is a superset of #45639 with the same core path change plus CI artifact collection." } ] }, @@ -19473,40 +19489,40 @@ "soft_pairs": [ "pull_request:45861|pull_request:45903" ], - "prepared_review_unit_hash": "798d0a6f2ef2b4ded29c5f297dd5c1b2da29fecc1d9b695a7a2963ad882829b9", + "prepared_review_unit_hash": "447ff4e1340e7a8be134e87629da48806b81c67a5186c46881caa01119fc6acf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5546, - "estimated_input_tokens": 1387, - "estimated_eval_tokens": 3030 + "serialized_chars": 5410, + "estimated_input_tokens": 1353, + "estimated_eval_tokens": 2962 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5546, - "estimated_input_tokens": 1387, - "estimated_eval_tokens": 3030 + "serialized_chars": 5410, + "estimated_input_tokens": 1353, + "estimated_eval_tokens": 2962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same Qwen3-VL M-RoPE `inv_freq` device-handling path, with 45903 extending the narrower device-mismatch fix in 45861 to also cover meta/to_empty re-initialization and buffer lifecycle correctness.", - "confidence": 0.89, + "summary": "Both PRs target the same Qwen3-VL-family M-RoPE `inv_freq` device/offload failure path; PR 45903 is a broader superset that also handles `meta`/`to_empty` re-init, while 45861 is the narrower device-mismatch fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45903 is the more complete and robust change: it covers the same Qwen3-VL M-RoPE device mismatch plus the meta/to_empty re-init edge case, with explicit buffer state tracking and a forward-time reinitialization guard.", + "canonical_pr_reason": "PR 45903 is the better canonical PR because it addresses the same `inv_freq` device bug plus the related `meta`/`to_empty` re-init path, and includes test coverage.", "best_issue_reason": null, - "best_pr_reason": "45903 is the best representative because it addresses the underlying `inv_freq` placement problem more comprehensively and includes the additional initialization fix that 45861 does not.", + "best_pr_reason": "PR 45903 is the strongest representative: same code path, broader fix, and more complete coverage than 45861.", "soft_edge_verdicts": [ { "left": "pull_request:45861", "right": "pull_request:45903", "accept": true, - "reason": "Same concrete M-RoPE `inv_freq` device-path bug in Qwen3-VL family; 45903 is a broader superset of the narrower CPU-offload device fix in 45861 and could plausibly be merged as one change." + "reason": "Same underlying M-RoPE `inv_freq` offload/device mismatch in the Qwen3-VL 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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." + }, + { + "cluster_id": "cluster-45812-4", + "canonical_pr_number": 45813, + "duplicate_pr_numbers": [ + 45924 + ], + "target_issue_number": 45812, + "reason": "PRs in cluster-45812-4 are treated as duplicates because they converge on issue #45812 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45861-2", + "canonical_pr_number": 45861, + "duplicate_pr_numbers": [ + 45903 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45861-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45812-4", + "issue_number": 45812, + "reason": "Issue #45812 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 2 discussion comments plus 5 inbound references.", + "score": 149.0 + }, + "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/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..4901baa0f62d2709e12d4f8f6f286f64fb3e8d69 --- /dev/null +++ b/snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19537 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260513T120045Z", + "generated_at": "2026-05-13T12:09:56Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "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:43425", + "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", + 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The only clear duplicate pair is the ZeRO-3 Bert index-out-of-bounds reports (43596/43638), and the tokenizer regression cluster is best anchored by 45920. I corrected the previously imprecise 41762/43638 edge: it is not a duplicate of the Bert reports.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the broadest tracker for the AutoTokenizer v5 token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the underlying bug because it is the most general and actionable report of the tokenizer regression affecting several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and different failure modes; not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated hardware/runtime failures in different subsystems." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model-specific device/dtype problem versus AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Same broad runtime-error class, but different code paths and causes." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and distinct invalid-method vs GPU issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Unrelated model/runtime failures." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch versus ONNX export error; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different features and failure causes; no shared bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export problem is unrelated to auto device mapping." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they fix different removed v5 references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export error versus import error; different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different runtime errors in different models and flows." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar symptom class, but different underlying tensor-shape bugs." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad error type, but not the same concrete failure." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated shape-mismatch issue versus GPT-OSS tensor-parallel support issue." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different trainer/model path and different failure mechanism." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor preset handling is unrelated to ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete bugs are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3/Bert index-0-out-of-bounds failure." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different features: Liger kernel cross-entropy versus GPT-OSS tensor parallelism." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to LoRA merge/save mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and unrelated errors." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but not the same bug or code path." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors with different triggers and symptoms." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but offload compatibility and uninitialized-memory issues are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated ZeRO-3/Bert issue versus GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing mismatch is unrelated to trainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model/support problem, not a duplicate." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different multimodal/model-specific failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different models and unrelated attribute errors." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch on forward versus expensive reverse-embedding lookup are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and model-specific FP4 error are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime failures in different feature areas." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding-unpacking issue is unrelated to tensor-parallel support." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same broad ZeRO-3 symptom class, but Gemma3 loading and Bert training hit different model paths; not enough evidence of the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they concern different removed commands/tasks." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal/model-specific errors." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different dtype/autocast and MPS histogram bugs." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime issues." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger-kernel behavior issue is unrelated to autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch versus custom-trainer signature change; unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different training and import failures." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Kernel behavior issue is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different documentation regressions." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve ZeRO-3, but the concrete failures differ." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model integration failures." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU runtime issue and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure and device-map forward mismatch are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel issue is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 regression; 45920 is the broader instance covering Granite and other model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and model-load implementation error are not the same issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-loading problems with different causes." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as ZeRO-3 index-out-of-bounds." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime issue is unrelated to table-question-answering crash." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is mostly conservative, but at least one soft-edge verdict is not grounded: `issue:41762` vs `issue:43638` is described as a \u201cGPT-OSS TP issue,\u201d which does not match either issue (43638 is another ZeRO-3/Bert out-of-bounds report). Because a verdict reason misidentifies the pair, I can\u2019t accept the summary as fully precise." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "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:45020|issue:45800", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "3c0361675d0f6916b1ef2bf14c2b39f938db6f166e29a2bfbbda854a4950613e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37923, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "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 issues; only one soft edge looks like a plausible duplicate around custom-module loading/cache resolution. The rest are different models, different failure modes, or different code paths.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s recurring theme of recent-version regressions breaking model loading/usage, especially around custom/remote code. It is still not a true duplicate of most items, but it is the best single issue to summarize the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest overall representative because it is broad, recent, and captures the widest shared regression pattern in the set. Most other issues are narrower model-specific breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they affect different model families and describe different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version compatibility problem; the other is a v5 pydantic/config field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "These are different incompatibility classes: a Zero-3/Bert index error versus a specific torch/transformers version mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different symptom and subsystem: detokenization bug versus table-question-answering runtime crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat APIs, but the failures are on different model sizes and different execution paths." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and a PretrainedConfig/pydantic regression are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "One is a model-load TypeError with init_empty_weights; the other is a task-specific crash in table QA." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different bugs: weight tying in Mistral3 versus a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are model-specific runtime issues, but they are distinct bugs in different architectures and code paths." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming failure and an MPS histogram/int issue in MoE are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped-mm tracing failure and an MPS integer-op failure are different concrete problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype-related in MoE models, but they occur in different settings and are not the same failure mode." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compilation TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window attribute error are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape/index errors, but one is a mask mismatch and the other is a Zero-3/Gemma3 loading failure." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A torch/transformers version incompatibility is not the same as a Gemma4 device-map mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Both concern model loading, but one is PaddleOCR-VL in vLLM and the other is GGUF support for gpt-oss." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in one config class is not the same bug as a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression and tied-weights translation-model issues are different problems." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel failure are different model/runtime issues." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and chat/completions streaming failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and PretrainedConfig pydantic breakage are different loader/config issues." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both mention recent versions, but one is remote_code breakage and the other is a torch/transformers dependency incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window model behavior and a config-field regression are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch and Zero-3/Bert index-out-of-bounds are different runtime failures." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing and missing Float8 storage are unrelated errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports describe different symptoms and likely different root causes." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and a meta-to-empty memory initialization bug are different code paths." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Qwen3.5 SFT unpacking failure are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same custom-module loading / trust_remote_code cache-resolution problem, where the wrong module can be resolved from a colliding path." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both involve tied weights, but they are on different model families and likely different fixes." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model issues are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most titles do look like distinct model-/runtime-specific regressions, and the lone accepted soft edge (45632/45698) is a plausible custom-module loading duplicate. The other soft-edge rejections are conservative and do not overstate duplication evidence. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:41762|issue:42915" + ], + "prepared_review_unit_hash": "1853eb6d2d1b103e7b5fbc4f0bbb8f7638043c8625357e8fc90231dcecd18c93", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37476, + "estimated_input_tokens": 9369, + "estimated_eval_tokens": 18994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issues, but the non-persistent-buffer regression is a small duplicate family rather than a single pair: issue:43644, issue:43950, and issue:44534 all describe the same Transformers v5 buffer-loading corruption bug. I would anchor the cluster on issue:43950 as the clearest representative.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43950 is the clearest and most specific report of the shared Transformers v5 regression, and it sits at the center of the duplicate family with issue:43644 and issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative issue because it precisely names the regression (`from_pretrained()` corrupting non-persistent buffers) and matches the duplicate family in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different topics: a discussion about DSA indexing vs docs mentioning a removed CLI command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both involve model/runtime compatibility, but they describe different failure modes and code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights handling are unrelated bugs." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied-weights regressions are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is not the same issue as obsolete docs for the v5 run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and NVFP4 runtime error do not look like the same underlying defect." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 regression: non-persistent buffers are filled/corrupted with junk during load." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime errors with no shared code-path evident." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs-example errors and SigLIP2 embedding-quality concerns are related by model family only, not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "`trust_remote_code` missing fields and non-persistent buffer corruption are distinct issues." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both mention Qwen3.5/training, but one is a dtype mismatch under autocast and the other is an embedding-unpacking trainer failure." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer `compute_loss` signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint loading and noisy load logs are not the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers version incompatibility are different compatibility problems." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve buffer/state materialization, but one is a v5 load corruption regression while the other is a Qwen3_5Moe rotary embedding initialization bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes parameter-constructor incompatibility is unrelated to missing Float8 storage support." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a tokenizer-version behavior change." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are similar only at a high level, not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5 attention/rotary issues, but one is flash-attn illegal memory access and the other is CPU offload incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 attention key error and Qwen3_5Moe rotary buffer initialization are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different failures: tokenizer loading error vs model loading failure for a different checkpoint." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 CUDA reserved-memory OOM are separate training/memory issues." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a quality regression and the other is a HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from `AutoConfig` with remote code and broader remote-code breakage are related only thematically." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU support issue are different subsystems and failure modes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise and a specific model load failure are not duplicates." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are training/memory-related, but one is checkpointing effectiveness and the other is MoE memory usage." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 are different model-specific issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Two separate model-loading errors for different models and different root causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 config failures are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the duplicate evidence around the non-persistent-buffer regression. In the packet, issue:43644 is also essentially the same bug as issue:43950 and issue:44534, so it is not accurate to call 43950/44534 the \"only strong duplicate pair.\" I\u2019d want the cluster description to reflect a small duplicate family rather than a single pair. Most soft-edge verdicts look conservative, but I can\u2019t accept the overstatement in the core summary." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "c02bd7d994e463aea9c7e33ad611f7c9e72b429cc8a5bbeea25bf55176a91b06", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38067, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by transformer model-loading and compatibility regressions, especially around newer versions, remote_code, DeepSpeed, and model-specific integration breakages. Only a few pairs look like true duplicates; most are related but distinct failures.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s main theme: newer transformers versions breaking model loading paths, especially for remote_code models. It is more canonical than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 best captures the recurring upstream regression pattern across many of these reports and is the most useful single anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: MPS histogram/int handling in MoE vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3-related behavior, but one is a LoRA compatibility break on version migration and the other is a tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to the bitsandbytes _is_hf_initialized constructor issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code loading regressions vs a Gemma4 device mismatch in forward; different code paths." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping registration failure is a different issue from remote_code model breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs regression: deprecated pipeline tasks still referenced after v5 removals." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is unrelated to flash-attn2 fallback checks." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/model-specific regressions; one is remote_code loading, the other is Kimi-K2.5 codec handling." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is a model-loading issue, but not the same as the flash-attn2 fallback blocker." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 load failure is different from the broader remote_code regression cluster." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert is a different failure mode from Gemma4 device mismatch." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "The whisper model failing to run and the _torch_extract_fbank_features issue are related in broad audio scope, but not clearly the same concrete bug from the titles alone." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same _is_hf_initialized constructor incompatibility surfaced through different loading paths." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading problems, but they are model-variant-specific and not clearly the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE loading failure and bitsandbytes constructor incompatibility are distinct issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad tokenizer error messaging for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different load failures; no clear shared code path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwarg vs mask/tensor shape mismatch are unrelated trainer/runtime errors." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve training/DeepSpeed, but one is weight loading and the other is gradient averaging semantics; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN explosion from position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-index shape-mismatch error phrased with ellipses; looks like the same underlying indexing bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init incompatibility is unrelated to CLIPTokenizer's model_max_length setting." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Two tokenizer loading complaints, but different models and different symptom types (bad error message vs outright load failure)." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same 5.3.0 video-input regression affecting Qwen3/VL-family models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly loading/compatibility regressions with a few distinct docs/training/runtime cases, and the accepted soft pairs are conservative and well-supported by the titles. No obvious overstatement or unsafe duplicate callouts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45584", + "issue:45663", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "52ad9aaf453cf97dec573a2163e1bab11295d03396238614daa879c8a652c36c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37261, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "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 issues, with a few true duplicate pairs around v5 regressions, SigLIP2 output corruption, and BERT/model-loading failures.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the clearest representative of the v5 non-persistent-buffer corruption regression and has a strong duplicate in 44534; it is the cleanest anchor among the accepted issue pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to represent the cluster\u2019s most concrete, high-signal regression theme without over-generalizing across unrelated model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 problems, but one is an FSDP2 KeyError and the other is a device-mismatch forward failure; different bugs/code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 track leakage vs Whisper empty-transcription behavior." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss support request vs Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile+SDPA failure vs Qwen3.5 flash-attention crash from 3D position_ids handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing Qwen2.5-VL symbol is unrelated to meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers v5 breaking custom model initialization, with the notebook report just a narrower variant." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared bug; gpt-oss support is unrelated to the Float8 storage-object error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device model loading are distinct issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and contexts: Qwen3-vl video StopIteration vs TRL embedding-unpacking failure." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping lookup bug and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same model family and same symptom class: SigLIP2 producing incorrect/degenerate outputs in inference." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 regression about non-persistent buffers being filled with junk." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA compatibility with qwen3_moe on hf4.x is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 model thread and Qwen3.5 flash-attention crash are not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 weight loading for language_model and save_pretrained visual-encoder key corruption are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both reports describe the same inability to load specific BERT models in the current version." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "qwen3_moe LoRA/HF version issue is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD argument handling are unrelated." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer override for DeepSeek family and Granite token-ID regression are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is an inference-output bug and the other is a documentation example with model/processor mismatch and quantization issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3/Bert initialization failure is unrelated to add-new-model-like tokenizer mapping behavior." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Non-pretrained Bert ZeRO-3 index error is unrelated to the tokenizer-mapping bug." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask-shape IndexError are different failure modes." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejecting granite_speech and glm4v validation changes are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized-model offload failure on device_map=auto is unrelated to the Strix Halo mmap OOM report." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same v5 regression: non-persistent buffers are being corrupted/junk-filled on load." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same root bug: custom model initialization breaks in Transformers v5, with one report focused on notebooks." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and mechanisms; not the same underlying bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "No concrete overlap beyond being recent model-specific reports." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Save/load regressions in different subsystems are not mergeable into one bug fix." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both are duplicate load failures for similar BERT models under the current version." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer-pretokenizer override regression and Granite token-ID corruption are not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays reasonably conservative: most pair rejections are supported by distinct model/symptom titles, and the accepted pairs are plausible duplicates or near-duplicates (especially the v5 non-persistent-buffer regressions and the SigLIP2/BERT loading issues). The only slightly weaker accept is 44451/44488, but it is still defensible from the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381" + ], + "prepared_review_unit_hash": "8edf06a84d9893475c180b2db81c05a3258cbcb91bcd4880f4300c5f9bd9998d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38613, + "estimated_input_tokens": 9654, + "estimated_eval_tokens": 19564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, model-specific bug reports rather than duplicates. The only convincing soft duplicate is the resize_token_embeddings/output_embeddings regression pair around Gemma4/general embedding propagation.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45292 is the best canonical representative for the resize_token_embeddings/output_embeddings bug because it is the broader, model-agnostic report; issue:45276 reads like a Gemma4-specific instance of the same missing update path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest issue candidate overall: clear, generic title, same underlying bug as its close variant, and broad enough to subsume the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but for different models and failure modes (GLM-4.7-Flash test load vs Qwen3-VL shape mismatch). Not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2/vision models, but one is a docs/example error report and the other is an AutoModel/pipeline inference correctness issue." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different tokenizer-loading failures; too broad to be the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related loading problems, but one is an hf4.x/hf5.x LoRA compatibility issue and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency in Qwen3 MoE is not the same as offloading behavior with quantization." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different crashes: Qwen3.5 chat failure vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training efficiency and the other is int4 quantization reserved-memory/OOM behavior." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention code, but the bugs are different: Qwen3.5 Flash Attention position_ids handling vs sink-less-models flash_attention.py s_aux=None crash." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to resize_token_embeddings propagation." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but they hit different architectures and different internal embeddings; not clearly one fixable code-path." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but in different model classes and likely different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument compatibility are separate serialization/init regressions." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device map CUDA assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model is not the same as the other model\u2019s loading failure." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example errors and a generic GLM5 issue are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility is separate from meta-device loading regressions." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3.5 multimodal text_config unwrapping are different model/code-path bugs." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantized offloading behavior and int4 reserved-memory/OOM are related only at a high level, not the same underlying bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 attention state handling." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 rotary embedding CPU-offload incompatibility are distinct issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 save_pretrained regression are separate model/version issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats, different models, and different load failures." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Reserved-memory/OOM under quantization is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and GLM5 are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Save_pretrained permission propagation and wrong custom-module reload are both custom-model save/load topics, but not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation regression; 45276 is a Gemma4-specific manifestation and 45292 is the broader version." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3.5 position_ids causing SDPA fallback and NaNs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Serialization extra_state handling is unrelated to mmap-driven OOM behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "PEFT LoRA gradient checkpointing ineffectiveness and eval-mode checkpointing restriction are different gradient-checkpointing bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft duplicate, issue:45276 -> issue:45292, is supported by the titles and the high similarity signal. The other pair verdicts are appropriately negative and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081" + ], + "prepared_review_unit_hash": "f55f477ec51b0b0fe978b50169e92ad114689b461371d8cca72340eefc0850a9", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38055, + "estimated_input_tokens": 9514, + "estimated_eval_tokens": 19284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers 5.x regressions, especially model/tokenizer loading issues, but the soft pairs are generally different bugs affecting different code paths or model families. Only the two `resize_token_embeddings` reports look close enough to be treated as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: a Transformers 5.0 loading regression. It is generic, model-agnostic, and best matches the cluster\u2019s repeated loading-breakage pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the most suitable global representative because it is the most general and central loading regression among many heterogeneous model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5-era breakages, but they affect different models and different mechanisms: Qwen video input regression vs granite_speech strict config loading." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to incorrect `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different subsystems: flash-attention handling of `s_aux=None` vs Gemma4 FSDP2 `shared_kv_states` rebuild behavior." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These both describe the same underlying `resize_token_embeddings` propagation bug, with 45335 being a model-specific instance of the broader output-embedding mismatch." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization problems are not the same as `save/from_pretrained` extra_state handling." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one repo is a different issue from a general inability to load another tokenizer in the latest version." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no evidence they share the same root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "An autocast dtype mismatch is not the same bug as meta-device loading breakage." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and unrelated to the specific Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime issues." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code paths and symptoms." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline regression is unrelated to tokenization changes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading failure are separate model-specific problems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Generic model-loading regression and notebook custom-model initialization failure are different breakages." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation error are distinct failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "These are both documentation-related, but they concern different deprecated pipeline APIs and are not the same change." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export` failures with `torch_compilable_check` and Perceiver resize/interpolation failure are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen video-input regression and a generic mask-shape IndexError are not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong SigLIP2 outputs are unrelated to `ModelOutput` key assignment when a field was previously `None`." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a broader loading regression and the other is a specific weight-shape mismatch; not enough evidence they are the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction issues are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast type error and Whisper pipeline `return_language` regression have no shared code path." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading regression for est-roberta and Mistral regex patch crashing on missing `backend_tokenizer` are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: 43611 is a defensible broad representative, and the overall characterization as mostly Transformers 5.x regression/loading issues matches the listed issue titles. The soft-edge verdicts are conservative, with the one accepted pair (45292/45335) plausibly describing the same resize_token_embeddings bug, while the rest are reasonably treated as distinct failure modes or model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:36032|issue:42915", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "5c335803df76a9527f5824145b65269649e424db6c3e610803322a6191511a91", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37331, + "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 mostly a grab-bag of unrelated issue reports, many in the same broad Transformers v5 regression era but not the same concrete bug. I would not merge the soft pairs under duplicate triage based on titles alone.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43646 is the most umbrella-like representative here: it describes a broad custom-model initialization regression in v5, which is closer to a cluster headline than the narrower model- or feature-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single issue to represent the overall mixed set because its title is broad and generic enough to cover a family of adjacent v5 initialization problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but they affect different model code paths and different failure modes." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Serialization/save-load extra_state handling is unrelated to the video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup and _is_hf_initialized are different regressions." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; no shared concrete bug is evident." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping bug and flex_attention compilation bug are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a specific model is not the same as runtime post-processor update behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is buffer initialization junk." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but they target different models and likely different code paths." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "These both point at audio feature extraction, but the titles are too vague to confirm the same underlying defect." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failure for a specific checkpoint are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counter update and multi-image IterableDataset finetuning are different problems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper and special tokens, but one is batch_decode behavior and the other is empty-transcription generation." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and FP8 config failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no shared bug identity." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic gguf_file path issue and the other is a specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing and template-node compilation errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 config failure and linear_attention group-type crash are different model/backend issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "One is output_hidden_states behavior, the other is rope index scaling for Qwen2.5-VL." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict is unrelated to notebook custom-model initialization." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer load failures; not enough to treat as one defect." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head.weight, but one is untied weights in a specific model and the other is device-dependent serialization behavior." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are different failures." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and MIMI padding-mask behavior are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-model mismatches, but the models and failure modes differ." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer junk are adjacent v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load-time segfault and Qwen3OmniMoe video-processing ValueError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:44479|issue:45325", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:41553|issue:43582", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:44403|issue:44991" + ], + "prepared_review_unit_hash": "53f4f80e14a7c75ccc9bf50313cf987110f456b823cf96ab691270b954db2c29", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36438, + "estimated_input_tokens": 9110, + "estimated_eval_tokens": 18476 + }, + "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 bugs. The only likely true duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357); everything else looks like separate issues affecting different models, code paths, or subsystems.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45216 is the broader Qwen3.5 save_pretrained regression report and best matches the likely duplicate follow-up in 45357.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the broadest open issue in the set and serves as the strongest general representative of the recent-model breakage theme, even though most items are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: generic loading noise vs a Mistral tokenizer regex-patching crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template-node compilation error are separate code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Torch.export with torch_compilable_check is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a more specific follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT tokenizer loading failure is not the same as the Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Physical-intelligence/fast loading failure and Mistral tokenizer patching are different bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction fbank issue is unrelated to compiled flex_attention compatibility on newer torch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a Mistral3 load-time bug and the other is LoRA merge with extended vocabulary." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model initialization, but one is FineGrainedFP8Config and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to loading physical-intelligence/fast." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video input regression across Qwen VL variants is not the same as still-image RoPE scaling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and MobileLLM key error are different tokenizer/model-loading failures." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image IterableDataset training failure is distinct from Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is not the same as the missing Float8 storage TypeError." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to junk-filled non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and granite_speech strict config loading are separate bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict is unrelated to the Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as generic transformer loading noise." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError do not match." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are different issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage is separate from non-persistent buffer junk values." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and tensorboard-only undefined tf backend error are related but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor refresh behavior is different from add_special_tokens not adding BOS/EOS for mdeberta-v3-base." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA weight-sharing/temporal-attention bug is unrelated to Qwen3.5 save_pretrained key issues." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and missing Float8 storage are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is not the same as remote_code loading breakage." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is distinct from the EMBEDDIA/est-roberta tokenizer load failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, 45216/45357, is presented as a likely duplicate/follow-up rather than a hard certainty, and the rest are reasonably rejected as distinct bugs. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "c1e5673ac63709a77129f40050ff48cacdd1df3b4c4cd91e3809cbc701fe31ad", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose topical cluster dominated by distinct Transformers v5 regressions and a few model-specific Qwen/VL loading/training bugs. I did not find strong evidence that any soft-edge pair is the same underlying issue, so I\u2019m not merging them.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative of the cluster\u2019s recurring v5 model-loading regressions, while still being concrete enough to anchor a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best representative issue for this cluster because it captures the common v5 loading-breakage theme shared by several nearby reports without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one is about ignoring repository tokenizer.json while the other is Granite token-ID corruption; same subsystem, not clearly the same bug." + }, + { + "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 finetuning with multiple images per prompt; different failure modes." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "One is a flash_attention_3 training degeneration issue and the other is a single-label classification zero-loss bug; unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are different problems, even if both involve GPU memory." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max-length behavior are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are distinct API/metadata issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is not the same as Qwen2.5-VL multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate core-library regressions." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are different configuration/loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage are unrelated load-time errors." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder and Gemma3 mixed-length NaNs from sliding-window attention are different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete code path." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multi-image prompt finetuning failure and Qwen2.5-VL video vision_position_ids regression are separate VL issues." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk initialization and ModelOutput key handling are unrelated Transformers v5 regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are distinct regressions." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures via torch_compilable_check and bfloat16 dtype mismatches are unrelated issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id complaints, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not clearly the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized breakage and bfloat16 dtype mismatches are different v5 regressions." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "AutoModel/pipeline nonsense outputs and Perceiver non-default-resolution failure are different model-specific bugs." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading breakage and custom model initialization breakage are both v5 loading regressions, but they describe different concrete failures." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging for pip extras and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight tying and device-dependent lm_head serialization are tied-weights topics, but not the same observed failure." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are unrelated model bugs." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and torch.device('meta') loading breakage are distinct load/execution issues." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are different model/configuration problems." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and torch 2.4.1 vs transformers 5.8.0 incompatibility are unrelated environment issues." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory growth and SAM3Video OOM are both memory-related only at a high level, not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen-family video regression and Gemma4 device mismatch are different model-specific failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "fa27612e0de28680b774187950a4e2fb0b4c2231ab7d3a0c2f2cdb1164943543", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36703, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model-specific loading, tokenizer, offload, or generation bugs. I did not find any soft-edge pair that clearly looks like the same underlying bug/change.", + "confidence": 0.23, + "canonical_issue_reason": "issue:43873 is the broadest and most referenced report in the set, centered on offloading/quantization behavior, so it is the best single issue to represent the cluster\u2019s closest shared theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the highest engagement and the most general description among the loading/offload-related reports, making it the most useful representative issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different failure descriptions; both are load failures, but not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights argument error; the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both involve tokenization regressions, but they affect different models and concrete behaviors." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity on gpt-oss and Whisper empty-transcription generation are unrelated bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization regression is unrelated to tokenization changes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 device-map cudaErrorAssert are different failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload mismatch is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying and torch.compile SDPA are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device placement, but the models and failure modes differ substantially." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is dequantized model loading and the other is a broader offloading regression; not clearly the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors and Qwen2.5-VL iterable dataset finetuning failure are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrap text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: batched padding vs non-default resolution handling." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights and bfloat16 dtype mismatches are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE conversion/loading and missing supports_gradient_checkpointing are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity anomaly and ineffective gradient checkpointing are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization of lm_head.weight depends on device, while the other is incorrect visual encoder key saving." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading issues, but one is a model load failure and the other is tokenizer loading regression for a different model." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head tying in a multimodal model and BitNet packed-weight unpacking are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assertion and Llava Next segmentation fault are distinct loading failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading failure is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual encoder key serialization 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": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "93591e487e18940438009a48340dfe8f71dff15331af637117d6e88be61690aa", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36458, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The only loose commonality is that several items involve tokenizer/processor regressions, but none of the soft pairs look like true duplicates or the same concrete fix.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45701 is the broadest representative item: it is an open, high-interest tokenizer regression with multiple inbound references and best matches the small tokenizer-related subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best global issue candidate because it is broad, active, and could plausibly stand in for the tokenizer-regression theme better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different bugs: cache-path collision for trust_remote_code vs permission propagation during save_pretrained. Same general custom-model area, but not the same code path." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated failures: a script launch problem vs a Qwen3Moe FP8 loading/config issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity/evaluation anomaly is not the same as a tokenizer-version regression, even if tokenization could be a contributing factor." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving multimodal models, but they are different crashes with different model/processor failures and no clear shared code-path bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different subsystems: Blip2 dtype loading vs Trainer resume/max_steps logic." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization/OOM and the other is an apex RMSNorm leak in T5; not the same fix." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/OOM, but the failures are about different mechanisms and platforms; too broad to treat as duplicates." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but one is strict config handling and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Compute-loss API breakage is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve model execution/loading problems, but torch.compile+SDPA and accelerate unpacking of packed weights are distinct bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer callback signature breakage is unrelated to the Qwen3Moe FP8 issue." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video input shape handling and tokenization-version changes are different problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-resolution issues, but they affect different processors/models and do not look like the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash vs processor output-size mismatch; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in multimodal models is unrelated to SFT trainer embedding unpacking." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different offload/device-mismatch failures in different models; too broad to merge." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "A800 cudaErrorAssert under auto device mapping is unrelated to 3d_parallel.py launch failure." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API inconsistencies, but they concern different config classes and different behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/offload, but one is Qwen3Moe FP8 and the other is dequantized model loading with gpu+cpu offload; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is a processor API issue, not the same as a tokenization-output regression across versions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Masked-LM prediction bug in CamemBERT and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer bugs, but one is a Mistral regex patch crash and the other is Granite token ID corruption; different code paths and fixes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different Qwen/GPT-OSS parallelism failures; not the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig pad_token_idx." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing error and weight_only loading error are different multimodal/model-loading failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite wrong token IDs are both tokenizer-related, but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different failure modes; too generic to merge." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are distinct model-loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "cfa91bd3bad5381a3c917f9ed5afdba1641c38f260fb8ae79a856a302c68b67b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36084, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft-edge pair appears to be a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are distinct bugs, docs issues, or model-specific failures that should not be merged.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44514 is the clearest primary report for the only exact duplicate pair; it is the earlier issue and describes the same batched-input / padding=False crash in Qwen2_5_VLProcessor.apply_chat_template.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest issue candidate overall because it is a concrete, well-scoped bug report and the evident canonical target for the duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and failure modes: metric gathering label truncation vs SAM3 text/box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different models and errors: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "One is a cache-strategy typo, the other is obsolete docs for removed pipeline tasks." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor sync bug is not the same as a general tokenization version-change report." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload paths, but they are different code paths and concrete bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and errors: void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to tokenizer special-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5 apex RMSNorm memory leak are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact crash report and same code path; duplicate batched-input/padding=False bug in Qwen2_5_VLProcessor.apply_chat_template." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification heads, but one is config propagation and the other is a zero-loss training bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device-mismatch offload bug is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token counting video-branch bug are different problems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset issue does not match the Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking and progressive generation with cached embeddings are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig save/load token-ID loss are different tokenizer/config bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2_5_VL video vision_position_ids bug are separate model/version issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-res interpolation failure is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading models/tokenizers, but they are different repos and likely different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to PIL backend torchvision dependency regressions." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping and CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling and missing Float8 storage type errors are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword-argument conflict is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory leak is not the same as a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking failure and trainer.evaluate() after train failure are distinct trainer issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted soft-edge pair, issue:44514 vs issue:44545, is an exact title match and clearly the same batched-input/padding=False crash. The remaining verdicts are conservative and do not overstate duplication." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:39692|issue:44610", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:45588|issue:45759", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:43596|issue:44220", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "af3e0a3b588cff6631d33c0265ae1011e25bafe7d52c3b2553d2fd8e4928c74b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37185, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only strong duplicate is the offline tokenizer/Mistral-regex failure: both reports point to the same `HF_HUB_OFFLINE`/`_patch_mistral_regex` code path.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44843 is the clearest root-cause report: it names the offending `_patch_mistral_regex` call to `model_info()` and the offline-mode breakage directly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative because it states the concrete mechanism, making it more useful as the canonical tracker for the duplicate offline-tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 doc example errors vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Different model families and different bugs: Gemma4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated code paths: flash-attention sink handling vs AutoModelForCausalLM config unwrapping." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer bug: both report failures under `HF_HUB_OFFLINE=1` tied to the Mistral regex/tokenizer loading path." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient growth during training." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer failures: special-token/post-processor update vs NER/batched padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model behaviors in different tasks; no shared concrete bug path." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 config pad-token attribute issue is unrelated to Qwen3-MoE sliding-window handling." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5/apex RMSNorm memory leak is unrelated to Qwen3-MoE CPU-offload rotary embedding behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention `fix_mistral_regex`, but one is a backend_tokenizer crash and the other is a codec/warning regression; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API forwarding issue; completely different failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation mistakes are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are different problems." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL IterableDataset/multi-image failure is unrelated to GraniteSpeech local checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel + ZeRO-3 init index error is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal issues: PEFT local checkpoint loading vs Qwen2.5-VL video `vision_position_ids`." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading with accelerate is unrelated to DAC forward/from_latents STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to `add-new-model-like` and tokenizer mapping generation." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error-message bug is unrelated to single-label classification zero-loss behavior." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output drift are different model-specific regressions." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are different model-specific issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Gemma3n audio-mask name collision." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in other models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile/SDPA bug and DAC STE mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram integer limitation are different failures with no shared code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The offline-tokenizer pair is the only clearly supported duplicate, and the other soft-edge rejections are appropriately cautious given the packet. No mergeability issue since this is an issue cluster, not a PR pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "1fe739a34374f5cc03c7937fe57279b98bc84dd39808ca7ef28b18c87d022a3a", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35262, + "estimated_input_tokens": 8816, + "estimated_eval_tokens": 17888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is dominated by unrelated regression reports around tokenizers, configs, vision/video models, and v5 behavior changes; there are no clear duplicate pairs with the evidence provided. The best single representative is the broad remote-code regression report.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest and most representative umbrella report in the set, covering recent-version breakage for remote_code models without being overly tied to one specific model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best captures the cluster\u2019s overall theme of Transformers version regressions affecting model loading/runtime behavior across multiple remote-code scenarios.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: AddedToken keyword collision vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Both are image/tokenization bugs, but they affect different models and code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function area, but one is an offline metadata call bug and the other is an AttributeError in regex patching." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated problems: Qwen3-MoE sliding window behavior vs config fields missing under trust_remote_code." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different defects: dtype loading vs missing temporal attention/shared weights." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but the reported failures are different and not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different video-input regressions in different Qwen Omni/VL variants." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is unrelated to flash-attention generation issues." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different regressions: Pegasus output changes across versions vs CamemBERT masked LM predictions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 model/pipeline mismatch are different issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote-code breakage, but one is specifically the removal of is_torch_fx_available while the other is a broader umbrella report." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to v5 pipeline doc references." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and template compilation errors are different failure modes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for a different model." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer failing on FastSpeech2ConformerTokenizer are distinct tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both relate to v5 pipeline removals, but one is an error-message issue and the other is stale docs; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype loading and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError and trainer evaluate-after-train behavior are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and bfloat16 inference dtype mismatch are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM regression and generic tokenization changes across versions are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "1eb830627c82a96a987667d73ff6a3e9d8c6702317bd1aae0dffa9a48a66c6ed", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a collection of mostly unrelated Transformers bug reports; the soft pairs share only broad subsystem similarity, not the same underlying defect. No soft edge should be merged, and there is no clear duplicate PR candidate here.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest open regression report in the set and the most plausible umbrella issue; the rest are narrower, model- or component-specific failures that do not collapse into one concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is general, recent, and framed as a cross-cutting regression affecting multiple models via remote_code loading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: BarkProcessor voice_preset behavior vs a GenerationMixin import path break. Same library, unrelated bugs." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet processor image-size mismatch is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only load failure and Qwen2.5-VL rope index scaling bug affect different model paths and different code paths." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate is not the same bug as bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging issue vs Mistral tokenizer regex patch crash; unrelated root causes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading issues, but one is a regex patch crash and the other is a missing processor attribute in serve; different bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized argument errors are separate loading mechanisms and distinct regressions." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Low-quality placeholder issue vs an isolated reproduction of another issue; no shared underlying bug is evident." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next weight-tying bug and the other is a user-level warning during LoRA fine-tuning; not the same concrete defect." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA float16 AMP crash in LwDetrImageLoss are unrelated runtime failures." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting bug is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT image label reduction bug and RTDetrV2 output divergence are different models and different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and an MPS attention correctness issue do not describe the same underlying defect." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but one hides tokenizer decode errors without protobuf and the other is a bare except in Fuyu tensor conversion; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length sentinel value are unrelated bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined variables in multimodal token counting are unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading a specific MobileLLM checkpoint is a model-specific loading bug, not the broader remote_code regression in 45020." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are different tokenizer/quantization issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training IndexError on a non-pretrained Bert model is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens handling are different processor/model behaviors." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loader breakage and tokenizer loading failure for a specific model are both loading issues, but not the same code-path or defect." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and OmDet processor/model input-size mismatch are unrelated vision-model bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Missing Float8 storage type and PIL backend requiring torchvision are separate dependency/runtime issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading problem and Qwen3.5 flash-attention generation issue are distinct model-specific regressions." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 documentation example errors and MXFP4 quantization fallback are not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch and DiaConfig losing custom token IDs after save/load are unrelated state/serialization bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate+deepspeed is unrelated to undefined video token count helpers in multimodal processors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:44568|issue:45488", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:43697|issue:45357", + "issue:43257|issue:43756", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44291|issue:45042", + "issue:44987|issue:45907", + "issue:42915|issue:43742", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "580e017ab238ce5adc1644b1da3dc4ba09a89524416c0cc1d64bf22c7739651c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36603, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: tokenizer regressions, multimodal/video bugs, model-loading issues, trainer API breakages, and offload/device problems. I did not find any soft pair that looks like the same underlying bug/change.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 44479 is the most concrete broad regression report in the set, covering multiple Qwen video-input paths and making it the best umbrella-style anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the strongest representative issue because it describes a specific regression with multiple affected model families and is more triage-useful than the more generic or highly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different failures: a missing import for GenerationMixin vs. custom model initialization breaking in notebooks." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated subsystems: accelerate-loaded packed weights vs. image processor output size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Both are model/quantization related, but they describe different concrete bugs on different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model-specific loading issues: weight tying bug vs. dtype not propagating to BLIP2/Qformer." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Loading/dispatch bug vs. CUDA OOM; not the same underlying problem." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat template sampling-rate default vs. Whisper batch_decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video/multimodal paths, but one is an undefined-symbol bug in token counting while the other is a broader video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A local-path import warning is not the same as Qwen3 MoE weight conversion under accelerate+deepspeed." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL processor torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path breakage and a Trainer compute_loss signature change are different API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but they affect different tokenizers and distinct behaviors." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different memory/loading issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is LlamaTokenizer overriding tokenizer JSON behavior." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Config-loading with trust_remote_code missing fields is different from unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helpers in multimodal token counting is not the same as batched video processor shape output." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug and a generic tokenization change report are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3 loading problems: deepspeed/accelerate weight conversion vs. shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and likely different offload code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are different model bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related video-input area, but the titles point to different symptoms and scopes; not enough to treat as the same underlying bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Generic loading failure and CLIPTokenizer max-length behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loader breakage and Apple Silicon warmup TypeError are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "CUDA device-mapping assert on Qwen3 is not the same as Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated regressions." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are different repository API problems." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and MobileLLM-125M key error are different model-loading bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token-count tracking are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43526|issue:45479", + "issue:43582|issue:43782", + "issue:43540|issue:45823", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488" + ], + "prepared_review_unit_hash": "2d118e233d0d0c4c54f677e0d24b943663f0320cb90a2937c65df2d09c38444f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue set; only one clear duplicate pair stands out around SigLIP2 regression. The rest share broad topical overlap (tokenizers, video inputs, loading errors) but not enough evidence for same underlying bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43994 is the better canonical issue for the clear SigLIP2 duplicate pair because it describes the user-visible failure more broadly, while issue:43493 reads more like the discrepancy report leading to it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the strongest issue to keep: it is the clearest, broadest statement of the actual broken behavior and can absorb the paired duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: config save/load token IDs vs MXFP4 quantized model loading." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload load failure is unrelated to CLIPTokenizer length handling." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend installation issue vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but the titles do not show the same concrete bug or code path." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Same broad area, but different model and failure mode; not enough to call it one bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading failures, but the titles point to different root causes." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend packaging issue vs Python 3.14 import/load failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different inference failures; no shared concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend issue vs a model-specific loading failure." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed runtime error vs PEFT version pinning; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Both mention Qwen2.5-VL/video, but the titles do not establish the same exact bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "ImportError for missing PyTorch vs a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding CPU bug vs flash_attention sink-less-model crash." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading errors with different triggers: missing key vs unexpected init argument." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Label reduction bug in an image processor vs sequence-classification zero-loss issue." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "AppleSilicon TypeError vs Qwen3VL weight_only load error; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal model families and different failure symptoms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/positioning, but the specific model paths and bugs are different." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch ImportError vs LayoutLMv3 box-content error message." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression: one reports the implementation discrepancy, the other the bad outputs in AutoModel/pipeline." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer state accounting bug vs custom loss signature incompatibility." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer crashes, but the concrete failures are different." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init-weights argument vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regression classes: save_pretrained visual-key serialization vs wrong tokenizer IDs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Config field loss is broad, but the titles do not prove the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF/from_pretrained breakage vs a specific tokenizer/model loading complaint; too broad to merge." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded and conservative overall. The non-matches are justified by distinct model paths or failure modes, and the single accepted SigLIP2 pair is a plausible duplicate/canonicalization choice based on the packet titles. Minor caution: the SigLIP2 linkage is inferential from titles alone, but it is not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:38175", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43643|issue:44561", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:41720|issue:43906" + ], + "prepared_review_unit_hash": "fc02e1b0dc39bf51e9720416aa552e40030e2c8d196cf1e35a6827557f7287e4", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36062, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs cover many unrelated Transformers bugs, regressions, and model-specific loading failures. The only plausible duplicate-like pair is the v5 tied-weights/save_pretrained serialization regression.", + "confidence": 0.41, + "canonical_issue_reason": "issue:44466 is the clearest concrete root-cause report: it describes device-dependent incorrect serialization of tied `lm_head.weight` in v5, which is the most actionable and likely umbrella bug among the close matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest representative issue because it is specific, regression-oriented, and directly tied to a likely fixable code path; its scope also plausibly subsumes the broader tied-weights complaint in issue:45005.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal loading failures, but they involve different models and symptoms, so they do not look like the same bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor dependency regression; the other is a Mistral tokenizer regex crash. Different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with unrelated error modes: a key error vs. a float8 storage lookup TypeError." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a PEFT version pin problem; the other is stale auto_mappings entries breaking CI. Not the same bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained corruption. Different concrete issues." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are different training/loading problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL, but one is chat-template batching and the other is video vision-position IDs. Different bugs." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver resolution handling are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs forwarding bug are not duplicates." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate after train are different failure modes." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs. LayoutLMv3 error-message clarity; same area of stack traces, but not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are distinct config bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but the failing inputs and failure mode differ enough that they do not look like one bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage and BLIP-2 dtype propagation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but one is gguf_file support and the other is offline Mistral regex patching." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, with device-dependent serialization behavior affecting translation models as a manifestation." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction and Whisper batch_decode special-token handling are separate behaviors." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is processor.tokenizer access and the other is Kimi-K2.5 codec handling; not the same fix." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate after train and Gemma4 PLE device mismatch are different runtime problems." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token issues, but BigBird mask-token registration and mdeberta BOS/EOS behavior are different concrete bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and recurrent-state reset with cache are distinct generation/caching bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is an is_torch_fx_available removal regression." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures on different models; no shared concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLuke tokenizer task error and AutoTokenizer failing for FastSpeech2Conformer are separate loading/tokenizer problems." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and an isolated reproduction of another issue are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is conservative and grounded in the packet. The summary does not overclaim duplication beyond the closely related tied-weights/save_pretrained pair, and the other soft-edge rejections are supported by the issue titles and described failure modes. The accepted 44466/45005 pair is a plausible match rather than an overstated certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45357", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:30064|issue:33666", + "issue:43688|issue:45704", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:28282|issue:35141", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43577|issue:44554", + "issue:43550|issue:44361", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:44568|issue:45812", + "issue:43606|issue:43927", + "issue:43720|issue:43927" + ], + "prepared_review_unit_hash": "47aeb53ed2c6ba06f66e593266cb9674e0541eb311ec30778d870df6043397e3", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37287, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but a smaller theme around tokenizer regressions/loading behavior in v5 stands out. I did not find any soft pair that is clearly the same concrete bug or change, so all soft edges are rejected.", + "confidence": 0.38, + "canonical_issue_reason": "issue:45701 is the broadest open tokenization-regression umbrella and is the best place to attach version-induced tokenizer behavior duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most reusable triage target for tokenizer-change reports across versions, even though the cluster overall is mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different models and failures: auxiliary-loss normalization vs implementation divergence in DeepSeekV3MoE." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image segmentation map processing is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output differences are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM loading are different code paths." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline Mistral regex patch issue and tokenizer loading failure for est-roberta are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Environment ImportError and embedding-resize reinit bug are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization does not match a tokenizer regression." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decode issue and DiaConfig custom-ID loss are different tokenizer/config bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and MobileLLM load key error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure and DiaConfig save-load generation error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is different from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are unrelated Qwen3.5 issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and MPS attention correctness are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype handling is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both concern tokenization, but one is a version-to-version difference and the other is a reproduction of a separate referenced issue; not enough to call the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field BEiT loading and Bamba torch.compile SDPA are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field BEiT loading and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and compiled-forward chunked generation are different failures." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and ScandiBERT load failure are too vague to be the same concrete bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and save_pretrained visual-key regression are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message bug are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not the same concrete bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig save/load token-ID loss are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "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:43606", + "issue:43646", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "429c7702711d6fa69a801de64a83ddf3caf14b176b2badba66a605455806c428", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37565, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab-bag of mostly unrelated transformers issues. All soft pairs look like false duplicates: they touch different models, APIs, failure modes, or code paths, even when they share broad themes like configs, tokenizers, loading, or multimodal support.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue exists because the items are not duplicates of one another. If a representative issue is needed, #43295 is the clearest standalone regression report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43295 is the strongest standalone issue to represent a bug report: it is a concrete regression with a specific failure mode and actionable reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad token fields, but they affect different config classes (Llama4 vs StableLm) and different loading paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary/rope config behavior, but one is a Smollm3 architecture mismatch and the other is a GPTNeoX reload/default persistence bug." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different APIs and different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task errors are unrelated subsystems with unrelated symptoms." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error when loading a CLIP model." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a custom compute_loss signature break are different training issues, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs/example mismatch and quantization failure while the other is implementation parity with JAX." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Qwen3.5 flash-attention generation are separate code paths and failures." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity issues and ZeRO-3 gradient growth are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A model-loading regression for Phi-4 multimodal is unrelated to a PEFT version pin being ahead of PyPI." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and abnormal gradients under ZeRO-3 are distinct symptoms with different likely causes." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing padding-related config fields, but they are different models and different missing attributes." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failures are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE loading reports, but one is accelerate+deepspeed weight conversion and the other is a dev-version model init break; not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer count mismatch is unrelated to a helper function behavior bug in qwen3_omni_moe." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; different fixes." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and offline-mode tokenizer patch behavior are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaults and Gemma4 multi-GPU inference OOM are different bugs with different causes." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5 VL import and Float8 storage lookup failure are unrelated compatibility errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization in v5 and lm_head serialization depending on device are separate model-core regressions." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A SigLIP2 docs/example issue is not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is inference OOM while the other is a PLE device mismatch during forward." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage type resolution and flash_attn import metadata on Python 3.13 are unrelated compatibility issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing StableLm pad_token_idx and init_empty_weights receiving an unexpected _is_hf_initialized argument are different constructor/config regressions." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error and Qwen2-VL multi-GPU training are completely different failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are both serve-related, but they are different concrete failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT semantic-segmentation preset loading and BigBirdTokenizer mask-token registration are different components and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Whisper empty-transcription handling are distinct generation bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device-mismatch bug and a stale CI test for GraniteSpeech are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and unexpected position-id keys across many models are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + 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The items span unrelated subsystems and different failure modes, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and a PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is a different bug from checkpoint key mismatches on resume." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure is unrelated to the PEFT version-release issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templating, but one is wrong multimodal assistant masks and the other is a crash on empty tool-call assistant messages." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow not reporting failed jobs are different subsystems and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A local-path import warning is unrelated to a GPT-oss CUDA out-of-memory error." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient blow-up is a training stability bug, not the same as a Phi-4 model-loading failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness issue does not match a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and a flash_attn import KeyError are separate code paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "sync_gpus generation-kwargs updating and a Qwen3.5 hidden-states bug affect different generation paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "The flash-attention helper import error and meta-device loading breakage are different regressions." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and a device_map='auto' device mismatch are separate issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied under model_init is unrelated to the Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS flex-attention correctness and Kimi tokenizer codec handling are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy does not share a code path with resume checkpoint key mismatches." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression with multimodal images is unrelated to OmDet-Turbo's 640px vs 224px size mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading failure and compiled-forward chunked-generation inconsistency are distinct bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Device-dependent lm_head serialization and LoRA merge collapse with extended vocab are different tied-weight issues." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus image-generation test failure is not the same as a stale num_return_sequences warning." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast on transformers>=5.1.0." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate model bugs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "A flash_supports_window_size import error is unrelated to the Qwen2_5_VL class import error." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and meta-device loading failures are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44936", + "issue:45083", + 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"prepared_review_unit_hash": "34ec6b70d3e06b07456fbfb13b3fa5779fccb760ae634de10a60afe8e7c0cc10", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is not a true duplicate cluster; it mixes unrelated tokenizer, processor, model, training, and import/regression bugs. None of the soft pairs look like the same underlying issue, so all should be rejected.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44521 is the best representative of the largest recurring theme in this set (chat_template / multimodal processor bugs) and has active discussion and references, even though the overall cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most suitable overall issue to anchor this cluster because it is active, well-discussed, and closest to the repeated processor/chat-template failures appearing across nearby items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor regressions: processor.tokenizer/image handling vs batched video output shape." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (missing pad_token_id) but different configs/models and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Unrelated failures: import error for Qwen2_5_VLForConditionalGeneration vs DeepSeek detokenization regression." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics batching logic and the other is BeitImageProcessorFast reduce_labels." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths: custom processor/tokenizer regression vs quantization/offloading behavior." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different issues entirely: FineGrainedFP8Config failure in Qwen3Moe vs a Qwen2.5-VL import error." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same subsystem, but not the same bug: one crashes on batched padding=False input, the other returns zero assistant masks." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is zero probabilities and the other is HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model issues: AutoTokenizer loading failure vs save_pretrained/tokenization failure on Wav2Vec2." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in evaluate() vs memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated CI failures: BigBirdTokenizer special-token registration vs GraniteSpeech stale device override test." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Different bugs: local-path import warning vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs/pipeline-related, but they refer to different deprecations and behavior mismatches." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: unsupported center arg in feature extraction vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different areas: batched video processor shape vs tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "No shared underlying bug: LoRA merge with extended vocab vs category-count limit runtime error." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different DAC latent mismatch vs Qwen3 Omni helper-function behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Completely unrelated: DAC latent mismatch vs GraniteSpeech CI device override failure." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different processor types and failures: audio chat-template sampling-rate default vs batched video shape bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different code paths: OmDet-Turbo image sizing vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: embedding dtype change in evaluate() vs pipeline v5 error-message wording." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: tool-call assistant message crash vs wrong vision_position_ids for video input." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: CPU-offload device mismatch vs Qwen3 Omni helper function semantics." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different issues: missing internal import vs Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different subsystems: SwitchTransformers sparse-layer construction vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs recurrent state reset in modular_qwen3_5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:44360|issue:44561", + "issue:45200|issue:45588", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "b2fcc468b7e72093a408f5bf3d00a3c2b30cca4c7dbdcc736f4df3166184c600", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38195, + "estimated_input_tokens": 9549, + "estimated_eval_tokens": 19354 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of loosely related Transformers issues, with many surface-level similarities around v5, flash-attn, loading, and model-specific regressions. Only one clear duplicate pair stands out: the two Qwen3.5 MoE from_pretrained reports (45310 and 45478).", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier, fuller report and matches issue:45478 on the same Qwen3.5 MoE from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest representative of the only true duplicate pair in this set, and its title/body are specific enough to anchor triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different model paths: AMP/CUDA loss crash vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Unrelated code paths: DSA ReLU discussion vs trust_remote_code breakage from FX helper removal." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only fine-tuning token ids issue is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols and different regressions." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor arg and device_map/offload mismatch are separate failures." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example/model-processor mismatch is unrelated to BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading breakage is a different issue than Qwen3-VL shape mismatches." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch and unexpected position-id keys are different regressions." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation and BEiT legacy-field loading are different code paths." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parsing error is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same Qwen3.5 MoE from_pretrained regression, and clearly the same underlying loading bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "A SwitchTransformers config bug is unrelated to the qwen3_omni_moe helper function issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5-related paths, but the crashes occur in different functions and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A documentation/example error is not the same bug as a widespread unexpected-key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError on Python 3.13 are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probability output is unrelated to unexpected key warnings with position ids." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and different failure modes; not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Deepseek tokenizer regression are different model-specific problems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to FX-helper removal breaking trust_remote_code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: trust_remote_code import breakage versus tokenizer correctness in Deepseek." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to a stale device-override CI test." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash unit-test load failure are not the same bug." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading breakage and MPS attention correctness are distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different regressions; not mergeable as one fix." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading regression and output-embedding reinit on resize are separate bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "These are different dtype/training-inference issues affecting different models and paths." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "A flash-attention generation bug is not the same as a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, has identical titles and clearly matches the same Qwen3.5 MoE from_pretrained regression. The remaining soft-edge rejections are conservative and appropriately avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:43927|issue:45698", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:37428|issue:44987", + "issue:29942|issue:35141", + "issue:45459|issue:45712", + "issue:43873|issue:44493", + "issue:45245|issue:45563", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:43976|issue:45440", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:43065|issue:43994", + "issue:42490|issue:43575", + "issue:28218|issue:29127", + "issue:43065|issue:45412", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:45588|issue:45823", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "9e821cf196fe3a722940f2378bd666fa44a935e2d717a32cfe162189146285c9", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36375, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug or change. I would not merge any of the soft-edge candidates.", + "confidence": 0.19, + "canonical_issue_reason": "If a single issue must anchor this set, issue:45698 is the cleanest well-scoped regression report, but overall this cluster does not have a strong canonical duplicate target because the items span unrelated subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative issue because it is concrete, reproducible, and framed as a specific save/load regression, which makes it a better triage anchor than the more vague or highly specialized reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom-module resolution; different code paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer distributed broadcast TypeError; unrelated failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as an output-length helper bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "save_pretrained/tokenization failure is not the same as a bare-except swallowing errors in Fuyu conversion." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import dependency issue vs flash_attention crash on s_aux=None; different concrete problems." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "ImportError for a flash-attention helper vs a model loading failure for a specific repo; not the same defect." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing FA2 tests and tied-weight reinitialization are unrelated regressions." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One is exception masking in tokenizer error handling; the other is stale dummy PT classes in repo inspection." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior vs unexpected position-id keys; different symptom and subsystem." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime limit is unrelated to a stale generate() warning." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "GPU broadcast NoneType error vs MacOS bus error with a CLIP model; not the same underlying bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/erfinv/training-guard issue is distinct from a flash-attention s_aux=None crash." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading-with-quantization and multi-GPU OOM are both memory-related but not the same code-path problem." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert is a different failure mode from plain OOM." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs divergence from remote DeepSeekV3 implementation; unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models, different frameworks, different errors." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 loading, but one is an import dependency problem and the other is a missing _tokenizer attribute in serve; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs nonsensical Siglip2 outputs; no shared concrete defect." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer added-space regression vs layoutlmv3 box error messaging; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy layer placeholder vs RT-DETR memory not being released are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 dependency import failure is not the same as protobuf exception masking in tokenizer decode paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash is unrelated to flash-attention sink-less-model crash." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression across versions vs inconsistent lm_head serialization; same broad area but not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration issue vs recurrent-state reset in cache handling; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention attribute crash and Gemma4 PLE device mismatch are separate forward-path failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "dtype change in evaluation is unrelated to gradient checkpointing being disallowed in eval mode." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "513de4dca337028a817276c65529fccefdfb4d4fb40a2843af92eabeffa4a45b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the items span unrelated tokenizer, vision, trainer, quantization, documentation, and export issues. All soft pairs are false positives and should stay separate.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the titles and bug reports cover distinct code paths and model families, and the soft-linked pairs do not describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no strong global best issue representative for the cluster because the items are heterogeneous and none subsumes the others as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different subsystems: image feature extraction vs video-input handling for Qwen models." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is a decoder-type mismatch in v5 while the other is AutoTokenizer ignoring tokenizer.json; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference mismatch and RT-DETR memory reclamation are unrelated problems." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output nesting and Trainer GPU broadcast TypeError are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different tokenizer issues." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is an FP8 loading failure and the other is a quantized-model saving bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task errors do not match Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention generation issues are different defects." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained behavior." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation mismatches, but for different architectures and different misbehaviors." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing update bug and Gemma3 NaN embeddings are distinct issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same underlying issue." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer and DeepSpeed OOM with Adafactor are separate failures." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3 implementation divergence and D-FINE auxiliary-loss handling are different model-specific bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure and a generic dependency issue are not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer problems." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 long-OCR index error are different processing paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are separate trainer behaviors." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image processor label reduction and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures and GenerationMixin import error are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP bus error on MacOS are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:29127|issue:35141", + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43761|issue:44079", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:45003|issue:45440", + "issue:43575|issue:44387", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:42907|issue:45698", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "18367ab8a38527be21667d6620858b23ff03cfd066553c0824b24b06a4a52efd", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35877, + "estimated_input_tokens": 8970, + "estimated_eval_tokens": 18196 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate matches; the soft pairs span distinct bugs across loading, generation, processors, config APIs, and model-specific failures.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45698 is the clearest standalone bug report in the set: it has active discussion and inbound references, and it describes a concrete save/load regression with reproducible behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44387 is the strongest issue report overall, with the richest discussion and a well-scoped, high-impact memory regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different bugs: missing pad_token_id on Qwen3-VL config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: flash-attention generation problem vs category-count limit error in a different model path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward generation inconsistency is not the same as Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 config failure for Qwen3Moe is distinct from Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported center arg in a feature extractor are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch inference are separate code paths with different root causes." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are not the same defect." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model warning is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files revision forwarding are different API issues." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync handling and gather_for_metrics label truncation affect different subsystems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different model behaviors and different concrete crashes." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states handling is a different bug from ModelOutput key assignment with prior None values." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as patchtsmixer post_init being disallowed." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepseekV3MoE divergence concern different code paths and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is TP loading and the other is int4 quantization memory regression; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification bug are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "AutoTokenizer loading failure and bare-except error handling in Fuyu conversion are different issues." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states=None bug and torch.compile attention-kernel divergence are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in VL models and assistant tool-call chat-template crash are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but for different model families and different missing fields." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are distinct serialization problems." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed Adafactor OOM and TrainerState token counter not updating are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45491", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:43931|issue:45216", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:43673|issue:44743", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "8ecb60070cb6f3f2283bfb9120cf755b079ca7477bdb02b847ce0c7b315d3c21", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36333, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of Transformers bugs, regressions, and documentation issues rather than one duplicate cluster. None of the proposed soft pairs are the same underlying defect, so no merges are justified.", + "confidence": 0.19, + "canonical_issue_reason": "If a representative issue must be picked, issue:34689 is a clear, concrete loading regression with a specific model/version impact; however, the overall set is too diverse to support a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:34689 is one of the strongest standalone reports here: specific repro, user-visible breakage, and a well-scoped model-loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is Llama 3.2 Vision-specific while the other is a generic base_model_prefix loading issue in v5; different code paths and fixes." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 versus a Gemma3 GPU NaN embedding bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3.5/3-VL model handling, but one is a shape-mismatch load failure and the other is a save_pretrained checkpoint regression; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and embedding reinitialization in post_init are different failure modes with no shared code-path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer/DeepSpeed memory issue versus model loading regression; only broad ML-training context overlaps." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantized offloading behavior are distinct training/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated model-specific bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for Qwen multimodal configs; different semantics and fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure and FastSpeech2ConformerTokenizer auto-loading failure are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they stem from different missing symbols in different processor/model stacks." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code returning missing config fields is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a distributed-loading regression; Qwen3-VL weight mismatch is a model checkpoint shape issue." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama model loading regression versus a GenerationMixin import error; different APIs and root causes." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config.json failure." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and CustomTrainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import/parsing problem in DebertaV2Model is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "API discrepancy in Gemma3TextConfig versus strict config blocking granite_speech loading; related to configs broadly but not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and batched apply_chat_template crash in Qwen2_5_VLProcessor are different processor code paths." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache removal/chunked_prefill issue versus recurrent-state reset in modular_qwen3_5; both cache-related but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Package/backend installation coverage issue versus a config-class API discrepancy; no common underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight-tying bug and Ministral-3 FlashAttention failure are distinct model/runtime problems." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same code-path problem." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and janus image-generation test failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer regression and pipeline() error-message/docs issue are separate pipeline-related but non-identical changes." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and missing PyTorch import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering label truncation and auxiliary-loss normalization in MoE models are different bugs in different parts of the stack." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "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:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:43606|issue:43701", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:45563|issue:45584", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "dd4e9a6e109718e7217b5c1a03e6e21f75ce5e4eb9de5fa32c8936d2e4933fc6", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues: model loading/config regressions, multimodal pipeline bugs, generation edge cases, and docs/runtime problems. None of the soft pairs look like the same concrete underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44521 is the best anchor because it is open, has the most inbound references, and describes a broadly impactful multimodal chat-template bug with clear reproduction details.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most suitable representative issue in this set due to its higher visibility/activity and a well-scoped, user-facing regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different bugs and code paths: video-classification processor lookup vs SAM3 vision encoder attribute access." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs non-persistent buffer initialization regression." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Completely different topics: model_max_length behavior vs missing transformers.onnx module." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different failures: torch.compile/SDPA on Bamba vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen VL video input regression." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation/tokenization, but the concrete failures differ: eos_token_id mismatch vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "Device mismatch with CPU offload is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model behaviors: LoRA merge with extended vocab vs Gemma 4 multimodal token type ids defaulting." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression surfaces: processor/tokenizer API breakage vs Gemma eos token configuration mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading issues, but one is gguf_file/from_pretrained behavior and the other is missing model_type in config." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: running 3d_parallel.py vs tensor-parallel OOM when loading a large model." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during TP loading is unrelated to a key error on MobileLLM load." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different serve failures: KV cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading bugs: legacy preset field handling vs wrong custom module loaded after save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper generation failure on empty transcription." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch when loading a model is not the same bug as tied-weights warnings wiring the wrong tensors." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states=None regression in CLIPVisionModel is unrelated to missing load-balancing loss when output_router_logits=False." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but stale warnings and empty transcription crashes are different issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different code path from eos_token_id config mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression for Qwen VL models is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "SAM3 pixel decoder dummy conv and OmDet-Turbo processor image size mismatch are different model-specific bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal chat handling, but one is assistant mask generation and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as crashes on assistant messages with tool calls and no content." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical results with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to rotary_pct not surviving config reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a script is unrelated to Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43452", + "right": "issue:45698", + "accept": false, + "reason": "Different from_pretrained/save_pretrained issues: gguf_file handling vs wrong custom module resolution." + }, + { + "left": "issue:43931", + "right": "issue:44964", + "accept": false, + "reason": "Weight shape mismatch for a specific model is not the same as an overall latest-transformers load failure for Phi-4 multimodal." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency is different from a stale warning about num_return_sequences." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44496", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:44079", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:44496|issue:45803", + "issue:43335|issue:44190", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "bb8217c596c506a487327ef573b22fe71885f2508932b3b036303e284caa2472", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36320, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated import errors, model/config bugs, runtime failures, and docs/CI issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set does not form a single duplicate topic, and the closest title overlap is still only a loose token-embedding/config family among many unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; the cluster is too mixed for a single representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: missing image_utils import vs a Qwen3.5 chat crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: CUDA device-mapping assert vs category-count limit." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a janus image-generation test failure; the other is a broken auto_mappings reference/CI issue." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing error vs flash-attention crash on sink-less models." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU device placement bug in XLNet vs bare except swallowing errors in Fuyu batching." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/vocab merge collapse vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "Metric gathering drops tuple labels, while the other issue is about ModelOutput key assignment." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize bug vs path-with-slash import warning; no shared code path." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs DebertaV2 import failure on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "post_init policy issue vs ModelOutput None-key assignment bug." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure vs missing TensorFlow backend handling." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs dataset-loading problem in a training script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issue vs DebertaV2 parsing/import problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization vs GPTNeoX config reload losing rotary_pct." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI test flake vs removed Sam3LiteText config references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue vs fbank feature extraction bug." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unknown model_type loading failure vs bare except swallowing interrupts/errors." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config construction bug vs local dataset loading failure." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings/output_embeddings bug vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs example errors vs local dataset loading in an image-classification script." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count runtime limit vs Whisper generation bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor mismatch vs notebook syntax error." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default config handling vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression vs Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Specific Qwen2.5 VL image-processor import failure vs AutoImageProcessor import failure." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Processor import error vs configuration_utils symbol import error." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache tensor indexing." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs Sam3PixelDecoder dummy Conv2d issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44466|issue:44913", + "issue:44734|issue:45632", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:42490|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43824|issue:44933", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:44496|issue:45759" + ], + "prepared_review_unit_hash": "bba8e89f0bc52adfa0006d0cc18b78eb29f797502c0fe1f04fcc470261c1408e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36355, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers bugs, regressions, and import/load issues. None of the proposed soft pairs look like the same concrete underlying bug or change, so all soft edges are rejected.", + "confidence": 0.45, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the list ('Many import errors after update from 4.57.0 to 5.5.0') and is the closest thing to a cluster representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it captures the widest import-regression surface among these issues, though the overall set is not a true duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention/PyTorch, but one is a compiled-kernel failure on torch>=2.9 while the other is a version-check/import bug for AuxRequest. Different concrete failures." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and a feature-extraction bug are unrelated problems in different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is about backend extras not pulling in TensorFlow; the other is a vague dependency issue. Too different to be the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model config/serialization behavior, but one is tied lm_head serialization and the other is rotary_pct reload loss. Different fields and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "One is a server KV-cache indexing crash; the other is a trust_remote_code cache-path collision for local models. Not the same issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are tied-weights/save-pretrained regressions, but they affect different models and symptoms. Not enough to be the same concrete bug." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local cache-path collisions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import-time slowness and unsafe sys.modules access may be loosely related, but they describe different bugs and fixes." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Both involve local model paths, but one is a trailing-slash warning and the other is a leaf-directory cache collision. Different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields when loading remote-code configs; the other is an unrecognized model/config.json model_type issue." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Loading Phi-4 multimodal and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test fixture/device override problem is unrelated to a model loading regression." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both are Ministral-family issues, but one is about saving dequantized weights and the other is FlashAttention loading. Different bug classes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load-path failures; no concrete shared bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus AddedToken keyword-argument conflict are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "A Python-version compatibility problem and a model-loading regression are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "These are both model-specific regressions, but one is about processor/tokenizer access and image passing, while the other is about resize_token_embeddings on t5gemma." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "A GenerationMixin cache regression and ANSI escape handling in loading_report are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and different export failures." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "An unrecognized model/config error is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BEiT image processor label reduction bug and a docs mismatch in TextClassificationPipeline are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen3.x regressions, but one is model loading and the other is incorrect checkpoint serialization. Different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tie_word_embeddings warning during LoRA fine-tuning are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "A resize_token_embeddings bug in t5gemma and Whisper empty-transcription generation failure are different model behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A version/platform compatibility complaint and a generic dependency issue are too broad and not the same defect." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one breaks model loading while the other saves incorrect visual encoder keys. Distinct bugs." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated training-time issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification is unrelated to an unrecognized-model config error." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export is one specific import error, while 45278 is a broad umbrella report; not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Missing model_type in config.json and unwrapping text_config for multimodal configs are different config-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "bad89ae20be48b1773be4561649440b3a8ba384efe5a67301cbdbf196703eb53", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports across different models and subsystems. The suggested soft matches are only broad topical similarities (tokenizers, multimodal processing, deepspeed, loading, serialization) and do not look like the same underlying bug, so none should be merged.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal behavior, but one is assistant masks in chat templating and the other is RoPE temporal \u0564\u056b\u0580 position scaling; different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "A video-classification processor lookup bug is not the same as a broad regression affecting remote_code models." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "These are separate version-compatibility problems: Python support vs a PEFT minimum-version bump." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs in different model families: missing load-balancing loss vs Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One is default multimodal config initialization, the other is a missing pad_token_id attribute; not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor lookup in a video pipeline is unrelated to a Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "One is dtype propagation on load, the other is incorrect save_pretrained serialization; different lifecycle stages and failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero probabilities in a model output is unrelated to CUDA OOM in Sam3Video." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "A torch flex_attention regression is unrelated to a tensorboard/TensorFlow backend installation error." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a specific SigLIP2 example failure and the other is a pipeline option documentation mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete code path is evident." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency complaint does not match a specific PEFT version release issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "The titles are unrelated; one is a pipeline processor bug, the other is a non-descriptive report." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression and DeepSeek tokenization errors are distinct tokenizer-related bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in Mistral regex patching are different tokenizer-loading problems." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save_pretrained is not the same as AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer patching crash and list_repo_files revision forwarding are entirely separate utilities." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax errors and init_empty_weights argument errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on one model and OCR long-input index error on another are different bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed config references in auto_mappings and leftover dummy classes are separate repo-maintenance issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizers, but one is OOM with Adafactor and the other is duplicate optimizer stepping; not the same issue." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "A batched video-processor shape bug is unrelated to a generic dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is not the same as a Perceiver interpolation failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with device_map offload are different quantization pathways." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating Gemma4 embeddings are separate weight-handling bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an rms_norm_eps/config precision issue and the other is a torch.split return-value issue." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A vague issue title and a concrete apply_chat_template crash do not indicate the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failures and compiled flex_attention failures are different attention-stack regressions, not one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43262|issue:44521", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:42175|issue:43976", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43295|issue:44617", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:41950|issue:44220", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "9b9c172da8e49c237f907793dc8afa752614c469a0ad7ebeb64a6f87c309f09b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct Transformers v5 regressions and integration issues across different models, processors, tokenizers, and backends. I did not find any soft pair that clearly describes the same underlying bug or change, so the safe triage choice is to keep them separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43723 is the broadest and most representative report here: a generic AutoTokenizer.from_pretrained loading failure in v5, which fits the cluster\u2019s overall theme of v5 regressions without being too model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best global representative because it is clear, central, and broadly phrased enough to anchor this cluster while still describing a concrete failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different problems: missing files from processor.save_pretrained vs gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "One is a processor save_pretrained bug; the other is a performance regression during data filtering after upgrade." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is about audio sampling rate defaults and the other about zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model bugs: BigBirdTokenizer special-token registration vs D-FINE auxiliary losses when denoising is off." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different failure modes and subsystems: generic tokenizer loading vs ESM2 model breakage." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to CLIPVisionModel hidden_states handling." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging omission for TensorFlow under a torch install is not the same as the Python version compatibility bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different code paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 correctness regressions, but they affect different model/tokenizer families and do not look like one concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with nn missing is unrelated to tensorboard-only installation causing undefined tf backend errors." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model/pipeline outputs." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Different scope entirely: tokenizer output changes vs a nonspecific data request." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Loading a specific model on transformers>=5.1.0 is unrelated to the tensorboard/TensorFlow backend packaging issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Python 3.9/3.10 compatibility are unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer class metadata written by save_pretrained is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence and ANSI codes in loading_report are different subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as generic glm-4v-9b loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a specific config attribute bug and the other is trust_remote_code stripping fields during AutoConfig loading." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error and Qwen3.5-35B chat crash are different runtime failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to the Python version compatibility issue." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file-race bug and stale generation warning are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across branches and the other is base model loading for Qwen3VL; too different to merge confidently." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch for text classification is unrelated to a runtime performance report about import time." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output and a wrong docstring are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern losses, but they are for different models and different gating conditions." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access error is unrelated to Gemma4 zero3 from_pretrained." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor mismatch and fbank feature extraction error are different pipeline/audio issues." + }, + { + "left": "issue:44246", + "right": "issue:45593", + "accept": false, + "reason": "Import latency complaints are unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43976", + "right": "issue:44496", + "accept": false, + "reason": "Python version support regression is unrelated to unrecognized model/config loading for Olmo-Hybrid-Instruct-SFT-7B." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36246", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43531", + "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:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43352|issue:45250", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "f3dfcd15ff27b96e20056596fcb9f9a463eb897d24e313b63df433d48a485e3d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36604, + "estimated_input_tokens": 9151, + "estimated_eval_tokens": 18558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of mostly unrelated Transformers issues, with a few loose thematic overlaps around imports, configs, and model loading. I did not find any soft pair that looks like the same concrete bug/change, so I rejected all candidate merges.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44246 is the broadest, most central user-facing regression in the set and has the strongest discussion activity; it best represents the cluster\u2019s import/loading/core-utility theme better than the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best overall issue candidate because it is broad, high-activity, and closest to a cluster-level core library problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen models, but one is a sliding_window bug and the other is a chat/runtime crash; different code paths and symptoms." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they refer to different missing symbols in different packages; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is Nemotron-specific Flash Attention 2.0 support, the other is a generic Flash Attention topic; too broad to be the same fix." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) and different subsystems." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Completely different problems: terminal ANSI output vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe `sys.modules` access in modeling_utils." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Core utility import/access bug versus a pytest-xdist file race; unrelated failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both mention v5 regressions, but one is generation cache/chunked prefill and the other is `is_torch_fx_available` removal breaking trust_remote_code models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model losses and different failure modes; no shared code path." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 token-type defaults are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering `position_ids` as a buffer and a slowdown after upgrade are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a processor class versus a ZeRO3/BertModel IndexError; different layers of the stack." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both concern strict config handling, but they affect different model families and different missing fields." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer behavior regression versus resize_token_embeddings not updating output embeddings; not the same concrete issue." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Output embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch versus low-level `sys.modules` access bug." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings behavior is not the same as a general tokenization-version-change report." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs/update logic and ANSI-reporting output are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are different problems with no shared code path." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in the pixel decoder and the other is a model-type/config mismatch warning." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a specific model on v5.1.0 and protobuf decode-error handling are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe `sys.modules` access are distinct issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen composite-config issues, but one drops a specific vision config field while the other fails to unwrap `text_config`; not the same bug." + }, + { + "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 underflow; different failure paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaults and import performance are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache on second forward pass is not the same as Gemma4 token-type defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different models and different issues: tied-weights warning versus optional post_init handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-adjacent, but one is a missing vision-encoder attribute and the other is a video-input processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:42371|issue:45092", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:45310|issue:45375" + ], + "prepared_review_unit_hash": "0c74d2e61043e038ad2dd9837dc7aec042179d71516baf5ff44d86548c574127", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37570, + "estimated_input_tokens": 9393, + "estimated_eval_tokens": 19042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous v5 regression reports and not one single duplicate set. The only clear duplicate groups are the repeated Qwen3ForCausalLM VRAM leak report and the Qwen3.5-Moe from_pretrained/config-field failures.", + "confidence": 0.69, + "canonical_issue_reason": "45278 is the broadest, most umbrella-style report in the set: a general import/regression breakage after upgrading to 5.5.0. It is the best single anchor for the cluster because many other items are narrower one-off model or subsystem failures.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most useful issue to triage first because it captures the widest shared symptom pattern and is open, while most other items are narrower, model-specific, or unrelated to the main regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied-embedding/serialization behavior, but one is about lm_head weight serialization and the other about resize_token_embeddings not propagating to decoder.embed_tokens. Related area, different bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is a Gemma-4 from_pretrained/Zero3 loading failure; the other is an optimizer step being invoked twice under DeepSpeed. Different code paths and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both mention warnings, but they concern unrelated behaviors: tied-embedding warnings during Qwen fine-tuning versus a stale num_return_sequences warning in paged generation." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "The first is about a tie_word_embeddings warning; the second is a Qwen3.5 flash-attention generation failure. Same model family is not enough to merge them." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache bugs, but one is a missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing in serve KV-cache continuation. Different failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a broken auto_mappings reference to removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tie_word_embeddings warning in Qwen3.5 fine-tuning are not the same bug." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import/tokenizer-related, but one is a missing image_utils import and the other is protobuf error handling hiding tokenizer parse errors. Different fixes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing-replacement decoding crash and Kimi-K2.5 codec/fix_mistral_regex regression are distinct tokenizer issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but they affect different states: sync_gpus/update_model_kwargs versus chunked_prefill cache availability." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class and processor.save_pretrained missing files are separate serialization bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache bug is not the same as broad import failures after upgrading to v5.5.0." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "AutoConfig remote-code missing fields and an ESM2 broken-workflow report do not share the same underlying defect." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and a DeepSpeed double-step optimizer bug are different subsystems and symptoms." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade and DeepSpeed optimizer double-step are not the same issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The filtering slowdown report and Qwen3.5-Moe from_pretrained failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "AutoModel PyTorch ImportError and Sentence Transformers stuck loading are both environment/loading complaints, but not the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/load-path problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings guidance and old InternVL2 remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and a specific Gemma-4 loading issue are not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video missing attribute and AutoConfig trust_remote_code field loss are different model/config problems." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 Video missing fpn_position_embeddings and Qwen2.5-VL video position-id errors are unrelated model-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files do not share the same failure mode." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but one is AutoImageProcessor export/import and the other is a missing import from image_utils; not the same symbol or root cause." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patching crash and docstring-annotation AttributeError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video attribute error and add-new-model-like failure inside TOKENIZER_MAPPING_NAMES are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config missing pad_token_id are separate bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Both are Qwen3.5-Moe from_pretrained/config-loading failures around the same v5-era regression; the missing deepstack_visual_indexes field is a plausible root cause of the reported loading error." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus and divergent attention kernels under torch.compile are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These have the same title and describe the same Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe from_pretrained regression; one is the generic loading error and the other is the missing config field that likely triggers it." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate calls are mostly well-supported by title/body alignment, especially the exact Qwen3ForCausalLM VRAM-leak pair and the closely related Qwen3.5-Moe from_pretrained/config-field reports. The umbrella choice of issue 45278 is also reasonable given the broad import-regression wording and open state." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:42222|issue:45200", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:30333|issue:33290" + ], + "prepared_review_unit_hash": "ac47414d480a2fd99e259e542ce2fc5dd188dbb7b0a03e77d6869594c4cffafe", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broad and mostly consists of unrelated Transformers bug reports. Several items are thematically adjacent (imports, tokenizer regressions, save/load issues), but none of the proposed soft pairs look like the same concrete bug/change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43824 is the strongest representative because it is a high-signal, widely referenced concrete regression report (import failure in a specific model class) among otherwise scattered bug topics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue to represent the cluster because it has strong discussion/inbound references and a clear, user-impacting failure mode; the rest of the items are too heterogeneous for a tighter canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes: quantization/offloading behavior vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different code paths; not the same bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output mismatch is unrelated to a model-specific infinite loop on one image." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy degradation with FineGrainedFP8 is not the same as FP8 save_pretrained failing for MoE." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "One is a save_pretrained issue, the other is a from_pretrained load failure; related model family, but different concrete bugs." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache issue during chunked prefill is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but they concern different exported symbols and different regressions." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized saving failure and extra_state handling are both serialization-related, but not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to leftover dummy classes leaking into the namespace." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose loading breakage and Gemma4 token type defaults are distinct model-specific issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs sync bug and Janus image-generation test failure do not describe the same code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen MoE models, but they appear to be different version/model-loading regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Padding-mask batching mismatch is unrelated to router-logit load-balancing loss behavior." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "ImageProcessor label reduction bug is unrelated to an xdist file-race in testing utils." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure and a captured_info.txt race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config/type recognition failure is unrelated to the xdist worker race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque error are separate problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging and non-existent import export issues are different kinds of failures." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one concerns cleanup behavior and the other special-token insertion; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformer loading hang is unrelated to post_init reinitializing resized embeddings." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default multimodal config initialization and ModelOutput key assignment are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under compile is unrelated to a docstring issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both involve import-time failures with latest transformers, but they are different symbols and likely different breakages." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and model families." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a ZeRO3 deque underflow." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Server KV-cache indexing crash is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and BOS/EOS add_special_tokens regression are distinct issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting of failed jobs is unrelated to an OOM in DeepSpeed Adafactor training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:30333|issue:34689", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:43723|issue:44991" + ], + "prepared_review_unit_hash": "722274dfd80e165ba9ff3ed0c03d704a868d85f1d6a6037c060294336ac05e02", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many issues are v5 regressions or import/load errors, but they point to different symbols, models, and failure modes. I don\u2019t see any soft pair that is clearly the same underlying bug, so I reject all soft edges. The most representative issue is the core tokenizer-behavior regression in v5.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42898 is the cleanest, most general core-library regression here: it describes a concrete v5 behavior change in tokenizer cleanup, which is broader and more central than the model-specific or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the strongest standalone issue in the set: clearly scoped, reproducible, and broadly relevant to Transformers behavior rather than one model or example script.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different problems: a missing image processor method vs. remote-code/meta-init incompatibility for a different model." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and likely different fixes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen issues: tied-weights warning vs. missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but the reported behavior and likely root cause are different." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: dependency version bump vs. leftover dummy class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenization cleanup and the other is a Pegasus output-change regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different code paths: buffer registration/read issue vs. optimizer stepping twice under deepspeed." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different import/packaging issues affecting different modules and symptoms." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer config metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata bug is unrelated to deepspeed optimizer stepping." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: multi-label classification output vs. local dataset loading." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs. non-persistent buffer initialization bug; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is MoE FP8 saving and the other is missing processor files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Different subsystems entirely: feature extractor argument handling vs. auto-docstring annotation parsing." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different missing-import causes: transformers.onnx module vs. missing PyTorch dependency." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-reporting/MLflow issue is unrelated to CustomTrainer.compute_loss signature change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs propagation bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "MoE FP8 save_pretrained bug is unrelated to the max_shard_size question." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer/generation complaints, but one is AutoTokenizer loading and the other is flash-attention generation." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to MLFlow reporting on failed training jobs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: DSA indexer torch.split behavior vs. remote-code/meta-init checkpoint incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA area, but torch.split return values and missing ReLU are distinct implementation issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring typo/incorrect docs is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access error is unrelated to missing processor files in save_pretrained." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Chat-template batching crash is unrelated to auto-docstring annotation parsing." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue is unrelated to remote-code/meta-init incompatibility." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/vision-related, but one is InternVL2 meta-init compatibility and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure and eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading issues, but they affect different models and likely different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44913", + 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No pull requests are present. If forced to choose an anchor, the broadest issue is the generic import-regression report, but it is not a true duplicate umbrella for the rest.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the import/load regressions, but the cluster is too heterogeneous to support a strong duplicate canonical beyond that.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the largest shared theme in the cluster (import failures after upgrading), so it is the most useful triage anchor even though most items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Both are loading/runtime complaints, but one is Sentence Transformers hanging and the other is a SigLIP2 zero-probability bug; different failures." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a generic AutoTokenizer/v5 regression and the other is a specific FastSpeech2ConformerTokenizer failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different model areas; not the same underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "One is default config initialization for multimodal vision/audio fields; the other is rotary_pct not persisting on reload. Different config bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Both touch model behavior, but one is a FineGrainedFP8 accuracy issue and the other is a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting bug and a docstring error are not the same code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization-related, but one is wrong offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family area, but the reported defects are different: FP8 accuracy versus a Qwen3-VL-Moe bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a specific huggingface_hub symbol import and the other is a broader upgrade-wide import regression; not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline-cache loading and quantized model saving are unrelated behaviors." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation-state handling and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "RoPE-layer dropping and a tied-weights warning in Qwen3-Next are different defects." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a NameError while importing sentence-transformers are different components and bugs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy and an infinite-loop image-specific Qwen3_5 issue are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-dependent tokenization differences and zero assistant masks for multimodal chat templates are distinct failures." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 behavior warnings and torch.split return-value issues are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and an extra space after an added token are unrelated tokenizer/package problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different loader bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging and a MacOS bus error on a CLIP model are different runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state, but one is sync_gpus bookkeeping and the other is recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A buffer access problem with position_ids and a tokenizer_class mismatch on save_pretrained are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are different failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model saving and pipeline-parallelism output correctness are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions and a batched apply_chat_template padding crash are different problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but the former is a specific AutoImageProcessor symbol issue while the latter is a broad upgrade regression; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support and pipeline-parallelism output correctness are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "An import NameError in sentence-transformers and broken auto_mappings references for removed Sam3LiteText configs are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failing to load a tokenizer from cache are distinct tokenizer issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning and a missing attribute on Sam3VisionEncoderOutput are related to SAM3 but are different concrete defects." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Missing rms_norm_eps causing precision error and a wrong docstring for position_ids are not the same problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "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:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:42222|issue:43441" + ], + "prepared_review_unit_hash": "d93a6202d497ba5fdccb0f25bbde194907967c57fa7e874d8d692df8aa6eac32", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36896, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model-, tokenizer-, import-, or training-specific bugs rather than duplicates. I would not merge any soft pair, and there is no strong single canonical issue/PR for the set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: dequantized model save/load vs invalid GenerationConfig validation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to flash-attention training degeneration." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping and multimodal assistant_masks are different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Run_classification multi-label output issue is unrelated to Gemma 4 multimodal token IDs." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error message clarity and Sentence-Transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained config mismatch are distinct." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenization regression in v5 is too broad; Deepseek-specific incorrect results are a separate bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug is unrelated to position_ids buffer registration behavior." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to classification example output." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file from_pretrained breakage are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2.5-VL export and missing HybridCache import are separate import regressions." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen3-VL-Moe, but one is model loading and the other FP8 save_pretrained." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 checkpoint save regression is distinct from Qwen3.5-Moe from_pretrained load error." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode and missing HybridCache are different missing-symbol import errors." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to Qwen3_5 image infinite loop." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in evaluate and pipeline-parallel incorrect output are separate problems." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Dequantized save failure and FP8 save_pretrained moe are different save-path bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Generic v5 tokenization differences are not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version check are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type regression is not the same as Deepseek-specific tokenization corruption." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing layer_type_validation import and broad many-import-errors report are not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatch in CI inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx module import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 behavior settings and GLM46V image-patches AttributeError are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2 optimizer state bug and missing GenerationMixin cache are different training/generation bugs." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression and flex_attention version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example script behavior and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Broken VitPose imports and Ministral-3 FlashAttention failure are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43937|issue:45563", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673", + "issue:43937|issue:44496" + ], + "prepared_review_unit_hash": "1ebbbb66a9e6c9e0f8ab99bbeb68a27d2427c0b8f671f0eef040a5962069b739", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36519, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated regressions across tokenizers, model loading, training, video processing, and import/runtime issues. None of the soft pairs look like the same concrete bug/change closely enough to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest, most representative item in the set (import errors after upgrading), but it still only covers one subset of the cluster and not the full mix of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths and symptoms: optimizer argument handling vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is multi-label classification output in an example script; the other is a v5 pipeline deprecation/error-message issue." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is save_pretrained checkpoint serialization and the other is from_pretrained loading; different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same family name, but different model variants and different failure modes; not clearly the same underlying loader bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to a stale warning about num_return_sequences in paged generate()." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Completely different subsystems: feature-extractor length helper vs flex_attention PyTorch version check." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention sink-less-model crash are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is loading regression and the other is incorrect offset_mapping for a specific tokenizer." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline removal issue is unrelated to a flex_attention import/version-check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions on different models; too broad to treat as the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM generation-config validation and Qwen3.5 flash-attention generation failure are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a VRAM leak in multi-threaded dataloaders; the other is an isolated reproduction of a different earlier issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument and PretrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are related to video, but not the same concrete issue." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency-version bump policy and a flex_attention import guard are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A generic testing_utils bug and an xdist race in captured_info.txt are not the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are distinct tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping correctness and runtime special-token post-processor updates are separate tokenizer behaviors." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3, but one is missing projections in a layer and the other is a from_pretrained loading error." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE loading failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and missing rms_norm_eps in MLA config are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM key error are separate model-loading issues." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing image_utils import is not the same as a broad collection of import errors after upgrade." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and missing-TensorFlow/tensorboard backend error are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-model trailing-slash import warning and Qwen3ForCausalLM VRAM leak are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized OLMo-Hybrid model loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "8993cfa9d2708962c8e65acc49e54c7e455ab0fce0d1e34644711acb23832c1f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38034, + "estimated_input_tokens": 9509, + "estimated_eval_tokens": 19274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5/v5.4 regressions and model-specific bugs that only look similar at the title level. I did not find any soft pair that is clearly the same underlying bug/change, so I rejected them all.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45071 is the broadest, most central regression report here: a core v5.4.0 break in PretrainedConfig type checking that fits the cluster\u2019s general API/config regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the best representative issue because it is systemic, release-wide, and closer to the shared root theme than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend install issue vs. a VitPose model breakage; different symptoms and code paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a general API request rejection and the other is a Qwen3.5-0.8B streaming failure; too different to merge." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated import error versus audio feature extraction bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy are different issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder type metadata and the other is changed tokenization behavior; not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer problems: unused SGD args vs. duplicate optimizer stepping under deepspeed." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "One is a compile-time warning for bfloat16 models; the other is dtype not propagating into BLIP-2 submodules." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size question versus a Qwen3.5-MoE load error; no shared underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/model-implementation bugs in unrelated model families." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next missing projections and Qwen3.5-MoE from_pretrained failure are different model-specific failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings behavior and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM tensor-split indexing and GLM-5 RoPE implementation are distinct defects." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Completely different model families and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error and PretrainedConfig type checking breakage are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage versus tokenizer error masking from missing protobuf are different issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention regressions, but in different models and with different consequences; too broad to treat as one bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Core config type checking breakage versus missing TensorFlow backend detection are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model-family loading problems with different symptoms." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug and PretrainedConfig type checking are not the same defect." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both concern Qwen3 VL/MoE models, but the failures are different enough that they do not look like one underlying bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding tie behavior and gguf_file tokenizer/model loading failures are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model processor crash versus testing_utils bug; no shared root cause." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None-handling and a specific model load failure may be related at a high level, but not enough evidence for the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Completely different areas: processor loading versus save_pretrained sharding." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warning and LoRA tie_word_embeddings warning are separate warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related bugs with no clear shared code-path." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version compatibility issue versus config type checking regression." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor loading without torchvision and ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug versus testing_utils bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention_3 training degeneration and embedding category-limit error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and dependency surfaces." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM bugs: missing rms_norm_eps handling versus RoPE implementation concerns." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel application are separate training-path issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44483|issue:45290" + ], + "prepared_review_unit_hash": "2d03f4dea3c6faa46d6cfae24ef6eefbaa2a6660ec889271bc6d6647b6bf5f11", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38091, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated issues across imports, model configs, tokenizers, processors, training, quantization, and warnings. No single canonical artifact emerges from the titles alone.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster: the items describe distinct bugs in different subsystems and model families, with no common concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so using any one issue as the representative would be misleading.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-symbol import errors from different modules (`layer_type_validation` vs `HybridCache`)." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen model config bugs: missing projections vs a missing `deepstack_visual_indexes` field." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer-mapping `None` assumption; not the same failure path." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated issues: removed embedding-tie API vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen-family models, but the concrete bugs are different and not mergeable as one fix." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwarg forwarding vs a docstring helper crash under future annotations; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local-file access bug vs missing checkpoint weight in UMT5Encoder." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision for video models vs tokenizer mapping assumptions; unrelated subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Embedding-tie deprecation/removal is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different import/load failures: missing Qwen2.5-VL class vs video-model processor crash without torchvision." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong decoder-type regression and an isolated reproduction of another issue are not shown to be the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal warning issue vs documentation mismatch for `return_all_scores`; different problems." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-message regression vs saving Pipeline objects; distinct behaviors and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint weight loading issue vs shard-size default question; not duplicates." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; different models and failures." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A PyTorch warning on bfloat16 compilation is unrelated to the Bamba compile crash." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention/backend complaints: unsupported Flash Attention 2 vs GPT-2 scaling ignored under SDPA/FA." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "General precision warning vs a model config warning about `tie_word_embeddings`; not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure vs gradient-checkpointing eval-mode restriction; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs an infinite-loop inference bug on a specific image; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model save failure vs pipeline save_pretrained failure; same broad theme, but not the same concrete bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling/backend bug vs zero-loss classification bug; unrelated model behaviors." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash-Attention support issue vs Python-version compatibility issue; different root causes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs GPT-2 attention scaling; not the same failure." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast `reduce_labels` returning the wrong shape; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI chat-completions compatibility regression vs Qwen2.5-VL batched chat-template crash; different endpoints and logic." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma config attribute error vs Apple Silicon allocator TypeError; unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 `save_pretrained` bug vs Qwen3.5 MoE `from_pretrained` error; same model family is not enough to merge them." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path slash warning vs bfloat16 compilation warning; unrelated symptoms." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden states; not clearly one bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning vs compiled flex-attention failure on newer torch; different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Hub import failure vs missing Qwen2.5-VL class import; distinct missing-name issues." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output-field regression vs GPT-2 attention-scaling issue; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a removed symbol vs local-files-only network requests; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request handling vs chat-template tokenization with tool calls; different bug surfaces." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43867|issue:45216", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357" + ], + "prepared_review_unit_hash": "5c58d9aaee65b7f51b199b5e4e0b331f8dc4ec9ea415ceba3a4c6ff9a779c3c5", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers bug reports; only one soft-duplicate pair stands out as the same import-time performance regression. The rest differ by model, API surface, or symptom and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:41669 is the most concrete, fix-oriented report in the cluster: it identifies the import-time slowdown from `import *` usage in models. It also cleanly matches the one plausible duplicate pair here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best standalone representative because it states a specific root cause and an actionable fix, rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe loading regression vs fp8 inference support request." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated: chat/completions request rejection vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different model implementations and not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and models: Qwen3-VL-Moe load breakage vs Qwen3.5 infinite loop on a specific image." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch vs pipeline save_pretrained failure; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different missing attributes on different configs/outputs; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Model saving failure vs pipeline object serialization; too broad to merge." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different model-specific issues: Flash Attention support gap vs invalid GenerationConfig." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different checkpoint/pathology: sorted state_dict load error vs incorrect checkpoint save output." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and failure modes; not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing config attrs vs patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Model loading via `base_model_prefix` vs pipeline serialization; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both involve Python compatibility, but they are different version-specific failures." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and missing fields; not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/indexing divergence reports with different models and code paths." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention, but one is a torch.compile kernel divergence and the other is backend scaling config being ignored." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training optimizer-state bug vs typo in cache strategies; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen/GLM loading issues and different symptoms." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache no_grad decorator request vs broad import errors after upgrade; not the same underlying change." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` errors, but they involve different models and failure details." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict loading failure vs missing config field silently dropped by strict parsing." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying performance regression: importing Transformers is slow because model imports are too heavy; 41669 provides the concrete root cause/fix." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing seeds vs xdist race on captured_info.txt; different test infrastructure problems." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different compatibility regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 checkpoint issues: load error vs incorrect visual encoder keys on save." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only accepted soft pair, issue:41669 and issue:44246, is a plausible shared import-time performance regression, and the rest of the verdicts stay conservative by pointing to differing models, APIs, or failure modes. No soft-edge claim overstates the evidence provided by the titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "df923820a2b12abbb1e7acdd91f4f5f05e0871d3733040818934b3bb45c4b441", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36988, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly broad transformer-regression reports that only look superficially similar; the soft pairs are not strong duplicate matches, so I rejected them all. No PRs are present in the cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44556 is the clearest canonical issue candidate: it describes a concrete, reproducible model-reload regression after upgrading from v4.57 to v5.2/v5.3, which is more actionable than the vaguer umbrella complaint about many models breaking.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the best issue for duplicate triage because it has a specific failure mode, version range, and user-visible symptom, making it easier to anchor related regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Different bugs: one is about decorating cache/layer update methods with no_grad, the other is a vague broad complaint about many models breaking in v5." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure points: missing embed_tokens.weight in UMT5Encoder versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is a generation/cache code-path issue; the other is a Python version compatibility problem. Not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "A Python 3.14 load failure is unrelated to the Qwen2.5-VL video vision_position_ids bug." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init policy are separate code paths and symptoms." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local path import warnings and ignored SGD optimizer args are unrelated issues." + }, + { + "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 when loading a specific model; not the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepseekV3 remote divergence are different implementations and failure modes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError for AutoModel without PyTorch and tokenizer loading regression are separate problems." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "State-dict sorting load error versus max_shard_size default behavior are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "An attentions-field regression in CLIPOutput is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "These are distinct failures: missing attentions assignment versus Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test needing set_seed is not the same as a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One concerns unintended network requests under local_files_only, the other is an AddedToken keyword-argument TypeError." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 while the other is checkpoint reload failure after upgrading versions; the concrete code paths differ." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A seed-related test flake and a stale device override CI failure are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing _tp_plan for tensor parallelism are different model/configuration issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as a checkpoint reload regression after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import/export complaints, but they target different top-level symbols and likely different fixes." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python-file errors and a v5.3 slowdown in filtering are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE, but one is missing tensor-parallel metadata and the other is a from_pretrained error; not enough evidence for a duplicate." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "These are both version-related loading regressions, but they affect different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a DSA indexer activation issue are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "An FP8 accuracy issue and a missing image-patch method are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local_files_only network requests and FP8 save_pretrained moe are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:42890", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:44222|issue:44230", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908", + "issue:42890|issue:44908" + ], + "prepared_review_unit_hash": "701b5f020e3575b6279a800bf71db7307ee93cabae4adb166d89c0ead8462e33", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "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 mostly a mix of Transformers v5 regression reports, import/load failures, and a few unrelated issues. The only clearly representative issue is a generic checkpoint reload regression; the soft pairs are mostly thematically similar but not the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "issue:44556 is the best anchor because it clearly describes a broad, user-facing v5 regression around checkpoint reload compatibility, which matches the dominant failure theme in the cluster better than the more model-specific or overly vague reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the most suitable global representative: it is specific enough to be actionable, yet broad enough to capture the common v5 upgrade/loading regression pattern seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Completely unrelated symptoms: local_files_only API requests vs. an unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Different bugs: compiled Python file loading errors vs. PretrainedConfig type-checking breakage." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training are unrelated code paths." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file runtime errors are not the same as save_pretrained pipeline serialization issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs is unrelated to the placeholder issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific vision model; too different to merge." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Save_pretrained FP8 bug and FP8 inference support are different code paths and fixes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub import and a broken transformers env command are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs. tensor-parallel training bug; different subsystems and failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage and missing exported model symbol are both v5-related, but not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken CLI command is not the same issue as PretrainedConfig type-checking incompatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an ImportError in configuration_utils are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap: placeholder issue vs. Gemma4Audio positional encoding bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors from transformers, but they concern different missing exports and likely different fixes." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation and a broken env CLI command are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "env command breakage and Python 3.14 load failure are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill is not the same as a typo in cache strategies." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and the placeholder issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are not the same change or failure." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing AutoImageProcessor and running compiled Python files are unrelated failures." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs. a vague general complaint about v5 breaking many models; too broad to treat as one bug." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm epsilon precision issue and DSA indexer activation discussion are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor save files and a generic bug report are not the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading malfunction and TensorBoard/TensorFlow backend detection are different code paths." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are related at a high level, but not clearly the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL failures: bbox output hallucination vs. infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload regression are both v5 issues, but not the same user-facing bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 Moe, but one is a generic v5 bug report and the other is a missing tensor-parallel plan; not the same concrete fix." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the broad v5 breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Removing import * usage and a missing generation cache are unrelated changes." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but one is general checkpoint reload breakage and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo and broad v5 breakage complaint are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the general v5 complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs and different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A flaky test lacking set_seed and a scheduler kwargs regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:45278|issue:45850", + "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:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:41669|issue:44908", + "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:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "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:45850" + ], + "prepared_review_unit_hash": "5c74ca2c4863133a75a48fbe90f6da2a1abea31c1235540da7af637a460c1b9d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40511, + "estimated_input_tokens": 10128, + "estimated_eval_tokens": 20512 + }, + "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 issues, with a few nearby themes around v5 regressions, tokenizer behavior, import/loading problems, and model-specific bugs. I found no soft-edge pair that clearly describes the same underlying defect or change.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the most concrete and broadly representative regression report in the set; it has a real user-facing failure mode and a clear version jump, unlike the many very specific or generic outliers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to anchor the cluster because it is specific enough to be actionable while still capturing the broad upgrade-regression theme seen in nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade-regression complaints, but they are too vague and not the same concrete bug or code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both mention import/loading, but one is about slow imports and the other about lazy loading failing; not clearly the same defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different problems in different areas: model type mismatch versus Liger Kernel application in model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bounding-box output are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support gating for Nemotron is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling are unrelated subsystems and failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is too specific to match a generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer handling for position_ids is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import cleanup is unrelated to the testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A typo in cache strategy text is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "A missing image-patch method in one processor is not the same as a broad complaint that many models break." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox errors and Qwen3.5 MoE from_pretrained errors are different models and different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weight key crashes are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and inverse_sqrt kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different training/setup issues: model_init not applying Liger Kernel versus flash_attention_3 causing degenerate training." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup does not match scheduler kwargs behavior." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading failures are different issues." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving pipelines and tied-weight key crashes are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report does not make this the same underlying Qwen3.5 MoE from_pretrained issue." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problems and scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific math bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "A forward-docs clarification issue is not the same as a concrete model loading regression." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and VRAM leakage in dataloader threads are different concerns." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Documentation confusion and flash-attention import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both touch model creation/loading, but they are about different checkpoints and different failure causes." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unexpected API requests with local_files_only is unrelated to timestamp calculation." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and save_pretrained missing files are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Precision differences in MLA q_a_layernorm are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leakage and a testing utility bug are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5 related, but one is a broad behavioral change and the other is a specific decoder-type bug; not clearly the same defect." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated generic issue title have no shared bug." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo and a generic unrelated issue do not match." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A placeholder title is not enough to merge this with a broad regression complaint." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "66805bcb89922cc3f630a9b9e514b28323c37608cbaaf637c2a0064f1591a789", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1500, + "serialized_chars": 773308, + "estimated_input_tokens": 193327, + "estimated_eval_tokens": 386910 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 12, + "serialized_chars": 12531, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a heterogeneous set of unrelated bug reports; the soft-similarity links are mostly superficial and I would not merge any of the paired issues as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:31515 is the most connected node in the set, but only by weak, broad loading-related similarity; it is the closest thing to a hub, not a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31515 has the strongest cluster connectivity and the highest apparent discussion signal, so it is the best representative issue here despite the cluster being mixed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: a CLIPOutput attention regression versus an off-topic issue with no overlapping code path." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug or subsystem; one is off-topic, the other is a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Both are AttributeError-style failures, but they involve different attributes and different code paths in config vs tied-weight handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different regressions: missing pad_token_idx in a config update versus a tied-weights helper crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Unrelated failures: slow from_pretrained checkpoint loading versus an ImportError in configuration_utils." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Same broad model/processor area, but different concrete problems: fp8 inference support versus processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different concerns entirely: MLFlow job status reporting versus checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "No shared underlying bug; checkpoint loading slowness is distinct from tensor-parallel training behavior." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading behavior versus documentation confusion; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but one is fp8 inference support and the other is a from_pretrained error; different fixes and code paths." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but tokenizer-loading regression is a different failure mode from slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Different feature gaps for different modalities/models: continuous batching audio support versus fp8 Qwen3 support." + } + ] + }, + "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": 17, + "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": "1aa040c3b034825a66c7c039b25e694c6c05d62ab1d8f49e39cbbac1c12b70da", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues appear to be separate: one about Tapas tokenization differing from TensorFlow code, one about a misleading auth/download error for private models, and one about failing to load bert-base-uncased. No duplicate pair is strong enough to merge.", + "confidence": 0.83, + "canonical_issue_reason": "Issue #16618 is the broadest and most user-facing of the set, describing a general model-loading failure rather than a narrow tokenization or auth-message concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #16618 is the best representative because it targets a concrete, commonly encountered load failure and is more central than the other two, which are clearly about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are different bugs in different code paths; no concrete shared failure mode is evident." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A private-model login/download error is an authentication/reporting issue, while bert-base-uncased failing to load is a separate model-loading problem; they are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "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": "27466125b55657fb7b68b68343bbca9345df564a1dda1878de8f6fdd661017e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a very high level and are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the two issues request different features for different integration paths, so they should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; each is the best tracker for its own specific feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community-contribution architecture-support requests, but one is for Flash Attention 2 and the other is for GGUF. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "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": "5fee2463b71fb1b9bbb39c09840c97b1be268b66f0344b9a500348b1c9838b22", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are highly similar i18n translation request issues, but they do not establish the same concrete language-specific task. The Turkish issue is the only concrete one; the others look like generic template/placeholder variants, so I would not collapse them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 27088 is the earliest concrete request and names a specific language (Turkish). The other issues are generic placeholder titles without a specific language target, so they are less suitable as the canonical representative.", + "canonical_pr_reason": null, + "best_issue_reason": "27088 is the best issue to keep as the cluster representative because it is specific, earliest, and most actionable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Similar template text, but not enough evidence they request the same language translation; this looks like a placeholder variant rather than the same concrete issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "The bodies may be near-identical, but the issue titles do not identify the same language-specific request, so I would not merge them." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish is a concrete translation request; the other issue is only a generic placeholder, so they are not clearly the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholders, but there is no concrete language target to confirm the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text alone is not enough to prove a duplicate when no specific language request is stated." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "These appear to be template/placeholder variants; without a named language they are not safely the same concrete issue." + } + ] + }, + "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": 17, + "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-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "6b8892407e6c96ea876e0f5c1121d7cdbd70ffe44c6b94dd537aca15e7d3142f", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20707, + "estimated_input_tokens": 5177, + "estimated_eval_tokens": 10610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of distinct model-request issues, not duplicates; the soft matches are driven by shared wording like \u201cAdd model\u201d rather than the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the clearest representative of the cluster\u2019s higher-similarity audio/model-request subgroup, but it still does not subsume the other requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config support vs DEIMv2 architecture support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are different model families with different integration targets." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection RF-DETR vs audio model LFM2.5 Audio 1.5B are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer request do not describe the same code path or model." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models in different domains." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are distinct model support requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT request vs OpenAI weight-sparse transformer request are different changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are not the same model or fix." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model families and requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not one duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer request do not target the same underlying model change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model-support requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model integrations." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT vs generic BERT-like models with RoPE is related in theme only, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS do not refer to the same model or code path." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by naming only; they are separate speech tasks and integrations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modality/model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are separate speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests with different purposes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the weight-sparse transformer request are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "OpenAI weight-sparse transformer and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS-2603 are distinct speech-model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS-2603 are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modality/model support requests." + } + ] + }, + "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": 17, + "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": "2c4ffa977cff7e6ded4b6666086f18b2c61142db3e0267246fe56522be837d48", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6288, + "estimated_input_tokens": 1572, + "estimated_eval_tokens": 3400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span different models, configs, utilities, and symptoms, so there is no single canonical cluster representative.", + "confidence": 0.97, + "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": "Different components and bug types: Llama4 normalization behavior vs ModernBERT config type hint. No shared code path or symptom." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage in model setup is unrelated to kwargs not being forwarded into a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and failures: Mask2Former loss handling vs tokenizer regex warnings after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former training issue vs a typo in a quantization attribute name; these are unrelated bugs." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model-specific training parameter usage vs a config annotation mistake in a different model." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs propagation bug and ModernBERT type-hint issue do not share the same concrete code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue is not the same as tokenizer regex warning behavior; no common fix." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Different modules and bug categories: config typing vs a misspelled attribute reference." + } + ] + }, + "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": 17, + "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": "101da398ff831d64b3840e966df55e820063e7ae8add46eb4f400cfa46dd7f6b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one is about block decoding behavior, the other is a feature/support request for DeepSeek v3.2. They appear to be separate topics with no shared code-path evidence.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "\"DeepSeek v3.2 support\" is the more specific and actionable issue title; \"Set Block Decoding\" is too vague to serve as a strong canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "Set Block Decoding", + "right": "DeepSeek v3.2 support", + "accept": false, + "reason": "Different underlying concerns: decoding configuration versus model-version support. No shared filenames, targets, or concrete bug path indicating 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": 8, + "component_count": 17, + "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": "087a41c13a73690fb9c486d49d44c34f4a558d0d66eed3bce037e4ff6c457aca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention custom trainers, but they target different Trainer behaviors: one is about `remove_unused_column` customizability, the other about estimating FLOPs correctly. They are related at a broad subsystem level, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong canonical issue here; if one must be selected, #43598 is the more concrete user-facing Trainer customization report, while #43600 is a separate FLOPs-accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different code-path problems: #43598 is about `remove_unused_column` behavior/customizability, while #43600 is about FLOPs estimation for custom trainers. Shared wording around custom trainers is too broad to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "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": "a5a9ffc4bbf514be4713abfa1c78e3765d223a5c466b37673e7a8bf80c119322", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both feature requests around Qwen model support, but they target different model families and different AutoModel entry points, so they do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: issue #43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue #44405 is about AutoModelForSequenceClassification support for Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader, more central request about model registration in the AutoModel stack, so it is the better representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different tasks/APIs: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "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": "f3da97c7bb0059b08b9d35b4623b75f46921a19a9e66f508c611dc6d0b82966e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are extremely low-information and only weakly similar by title. There is not enough evidence to treat any pair as the same underlying report, so no soft duplicates are accepted.", + "confidence": 0.22, + "canonical_issue_reason": "If a single issue must be picked, issue #43835 is the least generic and earliest, but it still lacks substantive detail and is not a strong canonical source.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43835 is slightly preferable only because its title is more distinct than the repeated 'huggingface' entries and it was created first; otherwise none is clearly suitable.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Shared only vague similarity; no body details or explicit targets to show the same underlying bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Both are low-signal, but there is no concrete evidence they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Title overlap is too weak to merge as duplicates without supporting description or references." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Near-identical titles alone are insufficient; no distinguishing evidence of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Possible textual duplication, but no concrete report content confirms a shared underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence beyond generic title similarity to treat these as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "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": "2085834173fd0497841a5147f4bac426e759c680bcbd3933d984c1c965ea2739", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items do not look like duplicates of one underlying issue. Four are spam-like or vague titles, and the remaining one is only a generic documentation suggestion with no concrete shared bug/change signal. The soft-similarity links are not enough to justify merging them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only non-spam, plausibly legitimate report in the set, but it is still too vague to serve as a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like '' titles with no substantive description or shared concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like '' titles; no evidence they describe the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam-like and the other is a vague documentation suggestion; they do not share a concrete underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam-like issue and an unrelated title about 'Google LLC'; no sign of the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A generic documentation suggestion and a spam placeholder are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete bug/change detail tying them to one underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated 'Google LLC' title; no shared concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "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": "12ed42f8e2c7599c4b95808bdd4ea21fbfe89314939b3ec2620173d10f42c8cd", + "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": "Likely duplicate closed issues with identical titles and similar body lengths, but the evidence available here is limited to metadata and a soft-similarity signal. The cluster should be treated as a probable duplicate pair, not a proven near-identical match.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created first and has the only inbound reference, making it the more established issue page.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best representative issue for this cluster for the same reasons: earliest creation and slightly stronger linkage history.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title and a soft-similarity signal indicate they likely describe the same issue, and there is no metadata suggesting different scope. The evidence is not enough to claim identical bodies, but it is sufficient for a duplicate cluster." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The comparison is not supported as strongly as stated. The packet only shows identical titles, similar body lengths, and a soft_similarity signal; it does not provide the issue bodies or evidence that the descriptions/content are the same. The cluster may still be a plausible duplicate pair, but the summary and soft-edge rationale overstate the evidence by claiming near-perfect duplication and identical issue descriptions." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "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": 17, + "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": "953b1ad1d73f6a41f7ad14a78ae94b6f6d2811e4b28fc8041955f215f481bb21", + "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 two separate 4-bit inference bugs. One is a Gemma4/audio-module uint8 + torch.finfo TypeError, the other is a BitsAndBytesConfig skip-modules regression that clears the default lm_head exclusion and triggers an AssertionError. They share only a broad quantization context, not the same underlying failure or fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the clearer representative bug report because it names the specific BitsAndBytesConfig regression and concrete AssertionError, but it does not subsume the Gemma4/audio torch.finfo failure in 45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bug paths and fixes: 45672 is a Gemma4/audio uint8 torch.finfo TypeError, while 45674 is a BitsAndBytesConfig llm_int8_skip_modules regression that removes lm_head exclusion and causes an AssertionError. Shared 4-bit inference context is not enough to merge them." + } + ] + }, + "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": 17, + "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": "9a7fe8996ed6b865fd628879d7fea85aecc9723603f0e36b0ff6cd2daf40b83b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear unrelated: they are just distinct person-name/date strings with no body, code references, or shared targets. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate because neither contains actionable bug/report content, and there is no evidence they describe the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles differ in both name and date, and there is no body, linkage, or technical context indicating 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": 17, + "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": "8c3313ac973c53141626c5b159b2de4496c21e0e80410f415b10781b0fb42479", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with only person-name/date titles and no body or technical detail. They do not appear to describe the same bug or change; the similarity is just the shared surname.", + "confidence": 0.96, + "canonical_issue_reason": "Neither issue has actionable content, but issue #45764 is slightly more concise and can serve as the representative placeholder for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45764 is the cleanest representative only because it is as information-poor as the other item and slightly simpler; there is no substantive technical distinction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: both are closed, content-free title-only issues, and the overlap is only a shared surname/date pattern rather than a shared underlying bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "8b547eecf8e16b75b3449fd44d0b8400f4fc482417fc1331f52ab978b07ba70c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact-duplicate issue pairs are present: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by theme and is not a duplicate of the others.", + "confidence": 0.93, + "canonical_issue_reason": "45872 is the strongest canonical issue: it is the more specific request, and 45873 is an exact duplicate. The 45870/45871 pair appears to be a separate duplicate issue topic.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best representative issue overall because it is the clearest, most concrete financial-data/service request and has an exact duplicate counterpart; the other similar titles are separate requests, not the same underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general finance theme, but one is a dataset bundle listing and the other is an example request; not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle vs. example request; related topic only, not a duplicate." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching metadata suggest the same example request duplicated twice." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention financial time series/DataForge, but they ask for different deliverables: an example versus a scraping/service feature." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requested change; similar finance/DataForge wording is not enough to treat them as the same issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Exact duplicate of the example request, but 45872 is a different feature request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "The example request and the scraping/service request are distinct underlying issues." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching metadata indicate a direct duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The exact duplicate pairs 45870/45871 and 45872/45873 are supported by identical titles and matching body length, and the non-duplicate judgments for 45869 versus the other issues are conservative. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795", + "pull_request:45899", + "pull_request:45919", + "pull_request:45922" + ], + "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:45919", + "pull_request:43424|pull_request:45899", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45922", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", + "pull_request:44827|pull_request:45922", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "af2f0904a64ce2dc26a9c2c21b0005f744f9ca68188b0f15c767a557627b2eb6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46708, + "estimated_input_tokens": 11677, + "estimated_eval_tokens": 23610 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46708, + "estimated_input_tokens": 11677, + "estimated_eval_tokens": 23610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate pair looks real: the two `fixed_cross_entropy` PRs both patch the same loss-utils code path to forward `cross_entropy` kwargs. The rest are topical overlaps only and should stay separate; even the auto-marked Mistral4/continuous-batching pair is not a duplicate change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate pair because it is the clearer, issue-linked implementation of the `fixed_cross_entropy` kwargs fix and directly subsumes the alternate wording/shape in 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global PR candidate among the only true duplicate pair: it targets the exact same `loss_utils.fixed_cross_entropy` bug, has the explicit tracking issue link, and is the more complete version of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different features: VideoPrism model add vs Executorch dynamic-shape export test; no shared bug or mergeable code-path fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated areas: Mistral tokenizer method gap vs adding MobileLLM; not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix and Executorch export testing are unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes vs a new model add; same broad subsystem only, not a duplicate." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs forwarding vs MobileLLM model addition; unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Same repo area is too broad; one is a loss utility fix, the other is Mistral4 test/model cleanup." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45919", + "accept": false, + "reason": "Executorch dynamic export testing and Sapiens2 model integration are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "Model export tests vs continuous-batching docs; not the same code-path bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 test/model changes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and MobileLLM model add are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution fix; different problems." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45922", + "accept": false, + "reason": "MobileLLM addition vs vision-model LRU leak fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor; not duplicates." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fixes are separate model-specific changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill/content changes; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Falcon model refactor vs docs for continuous batching; no common bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Reject despite similarity score: Mistral4 test/moe-related fix and a docs-only continuous-batching update are not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs CLIP-like `layrnorm` typo rename; different fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test work and docs for audio/video processors are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config-resolution ordering fix; unrelated." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "Typos in CLIP-like model weights/names vs continuous-batching documentation; not duplicates." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Model-creation skill scaffolding and decode-fast-path docs are unrelated documentation changes." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors vs docs for decode fast path; different documentation topics." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs for audio/video processors; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45899", + "accept": false, + "reason": "Model addition vs continuous-batching docs; not the same bug/change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45922", + "accept": false, + "reason": "Mistral4-related test/model changes and vision-model memory leak fixes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same `fixed_cross_entropy` code path in `loss_utils.py` by forwarding supported `cross_entropy` kwargs; they are mergeable variants of one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 43251/43254, is supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs-forwarding change. The rejected soft pairs are all reasonably treated as topical overlaps rather than mergeable same-bug fixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "db75abc2b1ebd79d547896a66618db5e0da36a6a03de41b3196d75233dcaf8d1", + "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": "Two overlapping VibeVoice PRs, but they are not the same change: #40546 is the base VibeVoice implementation, while #42781 is a separate realtime extension with additional acoustic-tokenizer work and generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the better canonical PR because it is the earlier, broader base implementation of VibeVoice and is not marked draft, whereas #42781 is a later draft focused on realtime support.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative of the cluster since it covers the core VibeVoice integration end-to-end and is the most complete single change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem and several files, but #42781 is a distinct realtime follow-up with acoustic tokenizer and generation additions, not the same concrete bug or change as the base implementation in #40546." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "710d6384e8cb7d2a84e608a91af6f718517e507a399e14f68570a2057e2c9e56", + "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": "These are unrelated feature pull requests: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not describe the same underlying bug or change, so the soft duplicate edge should be rejected.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing features; they are not plausibly mergeable into one PR or fixing the same problem." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "e0a9be29b52dae121b769f75e3ba5fe63a50da1372ae399b34118856b56cc3d9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10408, + "estimated_input_tokens": 2602, + "estimated_eval_tokens": 5460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests adding different new models (DeepSeek OCR, Isaac, and Kimi2-6). They share Transformers registration/documentation boilerplate, but the underlying model codepaths and changes are distinct, so they should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs are for different model additions, not the same fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest representative of the cluster\u2019s general theme because it has the broadest model integration surface and highest discussion activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and implementations (DeepSeek OCR vs Isaac); shared auto-registration/docs scaffolding is not enough to treat them as the same PR." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Both are new-model additions, but they target different model families and codepaths, so they are not mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "4dd71bfb7fbc92e4201649551ef71c35acc0acedbe235991bf29fdac95630cf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two GitHub Actions maintenance PRs with overlapping workflow files, but they target different action families and upgrade goals rather than the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more clearly scoped compatibility update: it systematically bumps core GitHub Actions used across many workflows specifically for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative PR in this cluster because it has the clearer end goal and wider workflow coverage; PR 42976 is a narrower Docker action version bump with a different motivation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow dependency bumps, but 42975 updates general GitHub Actions for Node 24 compatibility while 42976 upgrades docker/build-push-action to v6. They touch some same files, yet they are not the same underlying bug or change and would not naturally be one merged 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "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", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "ba5126ed52a2293f9992d03ccb2c928563db694a5282b19e9c7e6a2c14717904", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23536, + "estimated_input_tokens": 5884, + "estimated_eval_tokens": 12024 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23536, + "estimated_input_tokens": 5884, + "estimated_eval_tokens": 12024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a bundle of unrelated model-addition PRs plus one distributed-loading feature. None of the soft pairs look like the same underlying bug or change, so no duplicate merge is warranted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR exists: the set spans distinct model families and one core-loading/distributed feature, so the PRs are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "45838 is the most substantial standalone PR in the set, but it still only covers PP-OCRv6 text recognition and is not a suitable duplicate target for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA vs Molmo: different model families and implementation paths, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2: unrelated model additions despite both being model-support PRs." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM: separate model integrations with different code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo vs Molmo2 are related by name, but they are different model families with different files and support code." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM: different models and different integration work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM: distinct model additions, not one concrete bug fix or merged feature." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio vs PP-OCRv6 text recognition: different modalities and unrelated code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is a core distributed feature, not the same change as PP-OCRv6 model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM vs PP-OCRv6 text recognition: separate model support PRs with no shared underlying defect." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "3ba77b1c7ab430500790280381aef8a238d1f48c224ea62ba4798ccdc8513333", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three pull requests address different areas: Whisper tokenization/test cleanup, dummy failing test edits in CLIP/ViT, and an FP8 dequant/loading fix. None look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and coherent change set, centered on a specific FP8 dequant/loading fix with related implementation updates and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it fixes a concrete code-path problem rather than only touching tests or containing unrelated placeholder assertions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper decode/tokenization changes are unrelated to the CLIP/ViT test edits, which are just artificial failing assertions and do not indicate the same bug or fix." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "One PR changes Whisper decoding behavior, the other changes FP8 model loading/dequantization; they target different subsystems and different concrete problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT PR is test-only with dummy assertions, while the FP8 PR is a real implementation fix in loading and quantization; 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "4fab615df8dd06ef94b91f03115aa4ec43f0c2ba5000f1f9dbc88a9eef2a598a", + "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": "Two unrelated open PRs were loosely matched by a shared Vit test file, but they target different changes: one is a repo-bot/setup test artifact, the other rewrites CI/workflow and notification/testing utilities.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:43532 is the more substantive and representative PR in the cluster; it makes coordinated CI/workflow and testing-utility changes, while pull_request:43488 is an isolated bot-format/check PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43532 is the best anchor for this cluster because it has clearer functional scope and broader context; pull_request:43488 looks like a synthetic or repo-bot validation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Reject: they do not fix the same concrete bug or implement the same change. 43488 is a setup/versioning and test-file bot-check PR; 43532 changes CI workflows, testing utils, and notification tooling. The shared Vit test file is incidental." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "4646d7e840390abc41f537720c35e838081cf71b78aa1f49444c9c92f5d5fada", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate feature PRs add different pipelines: promptable concept segmentation vs promptable visual segmentation. They share documentation and registry plumbing, but target different tasks/models and are not the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a clear canonical representative because these are distinct features rather than duplicates; both are viable independent additions with different scopes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "They add different pipelines with different task definitions and model integrations. Shared docs/registry edits are generic scaffolding, not evidence of the same underlying bug or mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "42eb9a4ea899acd00ef2715b882f056f09abe33657837f184bce3fa932da1537", + "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": "Two independent trainer.py PRs: one adds a hook for gradient-accumulation loss scaling, the other refactors signature-column discovery for column filtering/PEFT. They share a file but target different code paths and are not 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": "Both edit Trainer internals, but one changes loss normalization in training_step while the other adds signature-column extraction for input filtering. Different behavior, different bug/change, 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": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "6d8593e608f3a6c3d530d12016fd06b1d4d74972eaefec745b1ceac4e1eb22ae", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 43836 and PR 43842 are tightly related alternative fixes for the same `serve.py` TypeAdapter/annotation NameError. PR 43656 is in the same area, but the evidence is weaker and does not support treating it as mergeable with 43842 as a single bugfix PR.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the best representative because it is the most direct and focused fix for the `serve.py` TypeAdapter NameError, with a small diff and a clear issue target.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the strongest standalone representative of the cluster: it directly addresses the runtime annotation bug with the least extra scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar theme, but only soft filename/similarity evidence and a different issue target; not enough to conclude the two PRs fix the same concrete bug in a mergeable way." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same concrete `serve.py` TypeAdapter NameError and appear to be alternative implementations of the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the evidence. PR 43842 and 43836 clearly cluster around the same serve.py TypeAdapter issue, but PR 43656 only has soft filename/similarity evidence and a different issue target, so calling all three \"closely related fixes\" overstates the linkage. The 43656\u219443842 soft-edge accept is not conservative enough to support mergeability into a single bugfix PR." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request: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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "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:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "8b6fc44facde31f6140e8c5c7a6a6eef9d2538b445c0c30b50c4311b224e78d8", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75089, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a family of model-specific refactors for standardized output tracing tied to the same umbrella issue, but most items are not duplicates of each other because they touch different model code paths. The only clear duplicate group is the GPT-J/CodeGen lineage, plus a separate GPT-Neo pair.", + "confidence": 0.84, + "canonical_issue_reason": "The shared umbrella is tracking issue #43979, but no actual issue node is included in the supplied items.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the duplicate GPT-J/CodeGen refactor line: it explicitly targets #43979 and overlaps the same GPT-J output-tracing change as the other GPT-J PRs.", + "best_issue_reason": "No issue artifact is present in the input, so there is no best issue to select from the cluster.", + "best_pr_reason": "PR #44722 is the best single PR to represent the cluster\u2019s duplicate core because it is the clearest GPT-J/CodeGen standardized-output-tracing implementation and overlaps the accepted duplicate pairings.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue is not enough to call them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and code paths; these are sibling refactors, not the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file and appear to implement the same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR vs EfficientNet; same issue target only indicates a shared refactor theme." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated concrete code paths; not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; different model implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTaV2 are different code paths; only the same tracking issue is shared." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; different model code and different change scope." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; same refactor pattern, but not the same concrete implementation." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both PRs refactor GPT-Neo output tracing in the same file and appear to address the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models (GPT-Neo vs GPT-J/CodeGen); similar refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing and GPT-J output tracing are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; not the same underlying bug or change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model families with different implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same refactor pattern, but not the same code-path problem." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; no shared concrete bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J versus MGP-STR; same issue family is not enough." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing and GPT-J output tracing are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; similar decorator migration, but not the same PR-worthy change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; not the same underlying bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different implementations; only the output-tracing theme matches." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are unrelated concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are separate model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are not the same underlying bug/change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are separate changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet versus MPT; similar refactor style only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44044", + "accept": false, + "reason": "GPT-Neo and DeBERTaV2 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTaV2 and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These overlap on the same GPT-J/CodeGen output-tracing refactor and could be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors for the same file and same code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet versus RegNet/ResNet/RT-DETR; shared tracking issue only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTaV2 and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTaV2 and VITS are different model-specific refactors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about overlap. The issue-node absence is correctly noted, the representative PR choice is supported by the shared #43979 target and filename overlap, and the accepted soft-edge pairs are the ones that look plausibly mergeable into single bugfix PRs. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "e5a053f6e0363bbf917bc8864c90047790af63305022737405b52a19410cc8ba", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs applying the same output-tracing refactor pattern, but they touch different architectures and code paths, so they are related rather than duplicates. No issue artifacts are present.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is a clean, representative example of the shared refactor pattern: it explicitly updates VisualBert to use capture_outputs and can_return_tuple, with a concrete _can_record_outputs mapping and a clear title.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best representative PR because its intent is explicit, the diff is straightforward, and it shows the standardized output-capture pattern without being muddied by a broader or less focused change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model implementations (FocalNet vs ImageGPT) and different internal code paths; they are not the same bug/change and would not plausibly be merged as one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model families with distinct forward/output logic; this is the same refactor theme, not a duplicate change to one underlying code path." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert changes are model-local output-capture migrations in different files and layers; they share a pattern but not the same concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are unrelated model implementations; the diffs reflect separate refactors for different output flows, so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are different architectures with different forward signatures and output handling; this is a common migration pattern, not one mergeable PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify distinct model code paths; despite similar standardized-output wording, they are separate model-specific changes and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "96c555c75dcce874e6ef223138a310546f06a74b0299118b13fe8935cd5bedea", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40172, + "estimated_input_tokens": 10043, + "estimated_eval_tokens": 20342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-specific output-tracing refactors across different architectures. They share a theme and wording, but they are not the same underlying change or bug fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative because it is a substantive multi-file output-tracing refactor in closely related model implementations, not just a tiny wrapper tweak.", + "best_issue_reason": null, + "best_pr_reason": "If one PR has to stand in for the cluster, 44003 is the most representative and substantive example of the shared refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and code paths; same broad refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and forward paths; not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated model implementations; similar output-tracing cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; only the refactor style matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and internal mechanisms; not one mergeable duplicate fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models; both touch output handling, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different architectures and forward logic; too broad to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families/files; same refactor pattern, not the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different code paths and wrappers; only the general output-tracing theme overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different seq2seq wrapper/model; not the same concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different modalities and model internals; similar cleanup theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; both are refactors, not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and implementations; no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; same high-level refactor idea only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and output paths; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and code paths; only the refactor theme is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; output-tracing cleanup alone is not enough." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations and mechanisms; not the same underlying change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures/code paths; too broad to be duplicates." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and refactor targets; only a thematic overlap." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model types; not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and implementations; same refactor naming only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model internals; not the same change despite similar cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths and model types; same broad theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files; similar output-tracing refactor only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers; not the same concrete fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and implementations; too broad to merge as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and tracing mechanisms; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models/files; not one underlying bug or change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths; not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder variants; same refactor style only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and targets; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and model types; only broadly related." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and forward logic; not the same concrete bug/change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and tracing implementations; same theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families/files; not mergeable as a single fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model types and output paths; only the high-level theme matches." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and architectures; not the same underlying change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and implementations; similar cleanup theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model architectures and forward code; not the same concrete refactor." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "690291aa65ab54b5148265a7729a0be619ea4db265b44d5d831249e6f00af755", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10913, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share boilerplate auto-registration/docs changes, but not the same underlying change or code path.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45075 is the most representative PR in this cluster because it is a full model addition with substantial implementation/tests and the clearest standalone scope, plus it has the strongest review activity and explicit model-specific content.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45075 is the best PR candidate overall as a concrete, well-scoped model implementation; it is more mature than the draft Voxtral PR and more substantial than the other add-model PR in this set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. The overlap is only generic Transformers registration/docs plumbing, not the same bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions with distinct implementations and tests. Shared files are boilerplate auto-mapping/docs updates, which is not enough to treat them as duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations. They may both add model registry entries, but they do not fix or implement the same concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "09654674b28b64ab18e7f99be4f9e2e19c63e70d68922ac80540f76d01078111", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one introduces a general Module Fusion API, the other wires up n-to-1 kernel fusion through KernelConfig and model-loading/integration code. They share a broad fusion theme but not the same concrete change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete, end-user-facing change: it threads KernelConfig through loading/integration paths and includes a working example. PR #44979 is more of a foundational API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it implements an actual fusion workflow in existing code paths, whereas PR #44979 is a separate API addition with different scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are both about fusion, but not the same underlying change. #44979 adds a standalone Module Fusion API and new module_fusion.py infrastructure; #45363 implements n-to-1 kernel fusion via KernelConfig and integration/model-loading changes. Different scope and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "b523f4a5d92be7c76d362547034c154cda830af26372b30f096ca8c65c89f31e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same Mistral regex patch in the same file and fix the same AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 appears to be the more complete version because it adds tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical representative because it covers the same fix as 45086 but also includes test coverage and more complete discussion/context.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR choice because it is the more mature and complete implementation of the same underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same code path, same file, same explicit issue target, and the diff shows the same AttributeError fix; the second PR is essentially a fuller version of the first with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "118603767b7a1dc45ad449ee0fc98e9b4887ab50041ae1006db79778bccbc562", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related to NemotronH but they are not duplicates: one refactors conversion/inheritance for NemotronH weights, while the other splits NemotronH into dense/sparse variants and updates docs, auto-mapping, and tests.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader end-state change: it introduces the dense/sparse model split plus docs and auto-mapping updates, while #45115 is a narrower conversion/inheritance refactor that appears preparatory rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it makes the main user-visible architecture/modeling change and touches the core model/package wiring; #45115 is a smaller supporting conversion-mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but different concrete changes: #45115 focuses on conversion mapping and inheritance refactoring, while #45569 splits the model into dense/sparse variants with docs/tests and auto-model updates. They would not plausibly be 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": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "08a554b90bcc02289d2545b115d955d0509f69946005f23be305e8023dd97d56", + "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": "The two PRs are closely related, but they are not the same change: #45332 adds broader heterogeneous model support in modeling/cache code, while #45333 focuses on heterogeneous configuration plumbing. They share some files and likely build on the same new heterogeneity framework, but they do not look mergeable as a single duplicate fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader umbrella PR and better represents the shared heterogeneity initiative; it touches both config and modeling/cache code, while #45333 is narrower and primarily config-focused.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative PR for the cluster because it covers the larger end-to-end heterogeneous model support change and is the more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work in the same subsystem, but not the same concrete bug/change. #45332 adds heterogeneous modeling/cache behavior, while #45333 adds heterogeneous config support; they are complementary rather than duplicates and would 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "c9e4b877a6ab36321c3decc76d8a758447ecc92dcbb48ed8534dfab7d3e0646d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing helpers and adjustments for modeling/utils integrations. They do not look like the same underlying change, so this is not a duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, with a narrower code surface and clearer concrete purpose than the broad type-checking sweep in 45415.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of this cluster because it targets a specific typing integration change rather than a wide, mixed-scope type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-oriented, but 45415 is a broad type-checking sweep across many files while 45425 adds specific typing aliases/helpers for modeling and PEFT-related integrations. Different underlying changes, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "8fac0426666991214e61c78c67a1a4f72c31b05bf283a3c0a18dcd913191d8dd", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14707, + "estimated_input_tokens": 3677, + "estimated_eval_tokens": 7610 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14707, + "estimated_input_tokens": 3677, + "estimated_eval_tokens": 7610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is only loosely related by theme (model-parallel/XPU-related work) but the PRs target different models and different concrete changes, so they are not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the strongest representative because it contains an actual code-path fix for model-parallel device placement and spans multiple related model implementations, making it the broadest substantive change in the set.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the best standalone PR in this cluster: it fixes a real parallelism bug in model code rather than only updating tests, and it has the clearest general utility across affected models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but they affect different models and different mechanisms: AltCLIP/ChineseCLIP device placement vs. DeiMV2 wrapper _no_split_modules propagation. Not the same underlying bug or mergeable as one PR." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "These are XPU expectation/test updates for a different model family, not the same code-path bug as AltCLIP/ChineseCLIP model-parallel handling." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 and DeiMV2 fix different model-parallel failure modes in different architectures; they share a theme but not a single underlying defect." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both only add XPU expectations, but for different models and tests. They are similar maintenance, not the same bug or change." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model test expectation updates for XPU; no shared concrete defect or code path." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model-specific XPU expectation updates. Similar category, but not the same underlying issue or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "2549a3a3bd44ae843d1ea92294f522ad490288030a93e785b7f3c7db0754c64b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 loading. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the more concrete fix for a single loading bug, but it is still not a duplicate of 45548; the two PRs address different failure modes and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs: 45548 adds distributed_config serialization and a has_ep helper for EP/ZeRO-3 loading, while 45662 wraps sharded parameters to stop rank-0 broadcast from overwriting experts under FSDP2. Same subsystem, not the same fixable code-path problem." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "77ccd069436285010762120f5dcdadb0c9efd26d23c40e1edd38b56a0053b148", + "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 collision problem around captured_info debug artifacts. PR #45639 fixes the write path in `testing_utils.py`; PR #45645 includes that change and also updates CI/workflow handling to read multiple per-worker files, making it the more complete representative of the cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical PR because it subsumes the core xdist-safe logging fix and adds the workflow-side handling needed to preserve and aggregate the resulting artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 best represents the cluster since it addresses the same underlying bug with a broader, more end-to-end fix across code and CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete captured_info xdist collision; #45645 is a superset of #45639 with the same core path change plus CI artifact collection." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45861-2", + "nodes": [ + "pull_request:45861", + "pull_request:45903" + ], + "soft_pairs": [ + "pull_request:45861|pull_request:45903" + ], + "prepared_review_unit_hash": "447ff4e1340e7a8be134e87629da48806b81c67a5186c46881caa01119fc6acf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5410, + "estimated_input_tokens": 1353, + "estimated_eval_tokens": 2962 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5410, + "estimated_input_tokens": 1353, + "estimated_eval_tokens": 2962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Qwen3-VL-family M-RoPE `inv_freq` device/offload failure path; PR 45903 is a broader superset that also handles `meta`/`to_empty` re-init, while 45861 is the narrower device-mismatch fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45903 is the better canonical PR because it addresses the same `inv_freq` device bug plus the related `meta`/`to_empty` re-init path, and includes test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45903 is the strongest representative: same code path, broader fix, and more complete coverage than 45861.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45861", + "right": "pull_request:45903", + "accept": true, + "reason": "Same underlying M-RoPE `inv_freq` offload/device mismatch in the Qwen3-VL family; 45903 is a superset rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/manifest.json b/snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..6c5f55fe2ba63d9b485c24e0f698f0b31d7ba3e7 --- /dev/null +++ b/snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260513t120045z", + "artifacts": { + "hybrid": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-13T12:09:57Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260513T120045Z", + "variant": "hybrid" +} diff --git a/snapshots/20260513T120045Z/manifest.json b/snapshots/20260513T120045Z/manifest.json index 7a8241c7af48e480f120631fc9c99a3d4d0b8257..2bc2044769a78177da2f54f10ea9b047ef8a4f3e 100644 --- a/snapshots/20260513T120045Z/manifest.json +++ b/snapshots/20260513T120045Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1306 }, "extracted_at": "2026-05-13T12:00:45Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260513t120045z", + "runs": { + "hybrid-model-20260513t120045z": { + "analysis_id": "hybrid-model-20260513t120045z", + "artifacts": { + "hybrid": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260513T120045Z/analysis-runs/hybrid-model-20260513t120045z/manifest.json", + "model": null, + "published_at": "2026-05-13T12:09:57Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260513T120045Z", "watermark": {