diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e6b0d9164f38c6c332471cea0b352bee6a71c8c4..58e6fc48cf3bbb1e3c6fb433cca7d182a5b1e1e3 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": "20260605T060128Z", - "generated_at": "2026-06-05T06:10:45Z", + "snapshot_id": "20260605T120123Z", + "generated_at": "2026-06-05T12:11:20Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,364 @@ } ] }, + { + "cluster_id": "cluster-45363-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46339, + "issue_numbers": [], + "pr_numbers": [ + 45363, + 45666, + 46339 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45363, + "right_pr_number": 45666, + "code_similarity": 0.392, + "size_similarity": 0.298, + "file_overlap": 0.571, + "area_overlap": 0.329, + "patch_similarity": 0.306, + "shared_filenames": [ + "fused_qwen_example.py", + "src/transformers/integrations/__init__.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "fused_qwen_example.py", + "left_ranges": [ + [ + 1, + 30 + ] + ], + "right_ranges": [ + [ + 1, + 49 + ] + ] + }, + { + "filename": "src/transformers/integrations/__init__.py", + "left_ranges": [ + [ + 67, + 81 + ], + [ + 226, + 240 + ] + ], + "right_ranges": [ + [ + 67, + 73 + ], + [ + 222, + 228 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ] + } + ] + }, + { + "left_pr_number": 45363, + "right_pr_number": 46339, + "code_similarity": 0.506, + "size_similarity": 0.925, + "file_overlap": 0.286, + "area_overlap": 0.545, + "patch_similarity": 0.297, + "shared_filenames": [ + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 17 + ], + [ + 22, + 35 + ], + [ + 505, + 716 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3738, + 3747 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + } + ] + }, + { + "left_pr_number": 45666, + "right_pr_number": 46339, + "code_similarity": 0.399, + "size_similarity": 0.322, + "file_overlap": 0.667, + "area_overlap": 0.247, + "patch_similarity": 0.318, + "shared_filenames": [ + "src/transformers/core_model_loading.py", + "src/transformers/integrations/hub_kernels.py", + "src/transformers/modeling_utils.py", + "tests/kernels/test_kernels.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ], + "right_ranges": [ + [ + 19, + 25 + ], + [ + 80, + 86 + ] + ] + }, + { + "filename": "src/transformers/integrations/hub_kernels.py", + "left_ranges": [ + [ + 11, + 53 + ], + [ + 286, + 295 + ], + [ + 521, + 1077 + ] + ], + "right_ranges": [ + [ + 14, + 52 + ], + [ + 285, + 294 + ], + [ + 521, + 685 + ] + ] + }, + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 1330, + 1338 + ], + [ + 3763, + 3789 + ], + [ + 4223, + 4234 + ], + [ + 4628, + 4641 + ] + ], + "right_ranges": [ + [ + 1346, + 1354 + ], + [ + 3785, + 3811 + ], + [ + 4245, + 4256 + ], + [ + 4650, + 4663 + ] + ] + }, + { + "filename": "tests/kernels/test_kernels.py", + "left_ranges": [ + [ + 19, + 54 + ], + [ + 228, + 281 + ], + [ + 294, + 317 + ], + [ + 605, + 995 + ] + ], + "right_ranges": [ + [ + 21, + 28 + ], + [ + 33, + 39 + ], + [ + 90, + 103 + ], + [ + 217, + 323 + ], + [ + 336, + 359 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1426,7 +1784,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1437,7 +1795,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -1612,6 +1972,81 @@ } ] }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "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 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1917,6 +2352,15 @@ "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-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -1961,6 +2405,16 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45363-3", + "canonical_pr_number": 46339, + "duplicate_pr_numbers": [ + 45363, + 45666 + ], + "target_issue_number": null, + "reason": "PRs in cluster-45363-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -1968,7 +2422,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 50895c2be33219e55b1d7d6c50d8fccb69def6db..67defbffd398513ff36fca58a8cb9a23228bb3df 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260605T060128Z", - "generated_at": "2026-06-05T06:10:45Z", + "snapshot_id": "20260605T120123Z", + "generated_at": "2026-06-05T12:11:20Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 53, "status": "reviewed", @@ -125,22 +125,22 @@ "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", - "issue:45237|issue:46015", "issue:43039|issue:44805", + "issue:45237|issue:46015", "issue:43866|issue:46402", "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "1ca6031677298406b7f90b52eb84cd1dccebc39d81e66856e238e260ccb6c383", + "prepared_review_unit_hash": "dc7f45d01bc684abea6c310e50525d68f7b321546428085ec445efc286cdf7a7", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, @@ -155,396 +155,318 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated bug reports. The only clear duplicate pocket is the DeepSpeed ZeRO-3 / BERT index-out-of-bounds reports; most other soft links are just broad topical similarity and should not be merged.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43638 is the best canonical issue: it most clearly states the shared DeepSpeed ZeRO-3 + non-pretrained BERT failure, and it cleanly absorbs the near-duplicate issue:43596.", + "summary": "This cluster is mostly heterogeneous; the only clear duplicate is the ZeRO-3 BERT index-out-of-bounds pair (43596/43638). The other soft links look like broad subsystem overlap or similar symptoms, not the same concrete bug.", + "confidence": 0.58, + "canonical_issue_reason": "43596 is the best issue representative of the small ZeRO-3 index-error family: it states the shared failure cleanly, and 43638 appears to be the same bug on a non-pretrained BERT variant.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest representative for the cluster\u2019s only true duplicate pair and is specific enough to anchor triage.", + "best_issue_reason": "43596 is the strongest issue candidate overall because it is the clearest, most general statement of the duplicated ZeRO-3 'index 0 is out of bounds' problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions API error." + "reason": "Different failures in different model paths: Qwen3.5 config attribute error vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different models and backends: AMD GPU failure for GPT-OSS vs MPS histogram op not implemented for Int." + "reason": "Both mention model/runtime problems, but one is AMD GPU support for GPT-OSS and the other is an MPS histogram op limitation; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model/runtime issues, but the model, hardware, and code path are unrelated." + "reason": "Different model families and symptoms: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different root causes: autocast dtype mismatch in Phi-tiny-MoE vs GPT-OSS running on AMD GPUs." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same issue as GPT-OSS running on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both touch MoE-ish models, but the reported failures and code paths are different." + "reason": "Separate GPT-OSS-related reports, but one is an AMD GPU failure and the other is an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Separate model/runtime failures with no clear shared bug mechanism." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GPT-OSS AMD GPU support." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Unrelated failures: DeepSpeed collective mismatch vs ONNX export error." + "reason": "Both are DeepSpeed/model runtime issues, but collective mismatch under ZeRO-3 is not the same as ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model families and different failure modes during export vs FP8 inference." + "reason": "Different models and code paths: ONNX export for ModernBERT vs Qwen3Moe with FineGrainedFP8." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error is not the same as Qwen3 auto device mapping cuda assert." + "reason": "ONNX export error and Qwen3 auto device-map cuda assert are distinct failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "One is a task crash, the other is stale RAG documentation; not the same issue." + "reason": "Both are documentation or task-related, but one is a table QA crash and the other is outdated RAG examples." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they target different removed v5 references and are not the same concrete change." + "reason": "Related v5 docs cleanup, but they target different removed content: pipeline tasks vs the transformers run command." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different breakages: ONNX export vs import failure for GenerationMixin." + "reason": "ONNX export issue is unrelated to the GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training bugs: TRL SFT unpacking vs resume-with-local-model/trust-remote-code." + "reason": "TRL SFT unpacking issue and resume-training/trust-remote-code issue are different training flows and failure modes." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are tensor/device errors, but the models and failure mechanisms differ." + "reason": "Different models and likely different root causes: a mask/index shape error vs Gemma4 PLE device mismatch under auto mapping." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT index error is not the same as the generic mask shape mismatch." + "reason": "Both mention index/shape errors, but 43638 is a ZeRO-3 BERT load/train failure while 44805 is a mask-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT index error is unrelated to resume-training with locally downloaded models and remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same as above: related runtime style, but different bug and repro." + "reason": "Different failure classes: ZeRO-3 index-out-of-bounds during BERT loading vs a mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different model/input pipeline failures; no shared underlying bug." + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video feature/token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic shape error vs GPT-OSS MoE tensor-parallel issue; not the same defect." + "reason": "Generic shape mismatch is not the same as GPT-OSS MoE tensor-parallel malfunction." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video chat-template StopIteration is unrelated to resume-training / trust-remote-code." + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resuming training with trust_remote_code." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/BERT zero-sized tensor error is unrelated to resume-training with a local model." + "reason": "ZeRO-3 BERT index-out-of-bounds is unrelated to the resume-training/trust-remote-code issue." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Config field regression vs resume-training behavior; different problem." + "reason": "StableLmConfig missing pad_token_idx after v5 update is a different config regression." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error affect unrelated subsystems." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Collective mismatch under Jamba/ZeRO-3 is not the same as BERT zero-sized tensor indexing." + "reason": "Both involve DeepSpeed, but collective mismatch in Jamba-v01 is not the same bug as the ZeRO-3 BERT index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BERT empty-tensor index-out-of-bounds bug; wording differs but the repro is the same class of failure." + "reason": "Same underlying ZeRO-3 failure: both report the 'index 0 is out of bounds' error during BERT model load/train, with only minor wording/model-variant differences." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Both involve model execution, but the Liger Kernel cross-entropy call and GPT-OSS TP issue are different bugs." + "reason": "Liger Kernel cross-entropy calling and GPT-OSS MoE tensor-parallel failure are different problems." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization vs LoRA merge/save/load mismatch; separate issues." + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime error is unrelated to the LoRA merge/save problem." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA merge/save/reload behavior." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Different distributed-training bugs: checkpointing/FSDP mismatch vs generic mask shape mismatch." + "reason": "Both mention tensor-shape issues, but FSDP activation checkpointing recompute mismatch is not the same as a mask/index shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-shape error vs collective mismatch; not the same root cause." + "reason": "DeepSpeed training with a 2-D weight error is a different failure mode from collective mismatch on ranks." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same component family, but CPU-offload incompatibility and meta->to_empty materialization are different bugs." + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory access after materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT zero-sized tensor index error is unrelated to GPT-OSS tensor-parallel behavior." + "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure do not share the same code path." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch is unrelated to CustomTrainer compute_loss signature regression." + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the custom trainer compute_loss signature regression." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model families and different distributed/runtime failures." + "reason": "ZeRO-3 BERT index error is not the same as GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and failure modes: dtype mismatch in Mistral-3 vs invalid method call in GraniteMoEHybrid." + "reason": "Different model families and symptoms: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse embedding lookup overhead is unrelated to Qwen3.5 video token/template mismatch." + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM attribute regression is unrelated to the Mistral tokenizer regex crash." + "reason": "Gemma3TextConfig sliding_window_pattern regression is unrelated to the Mistral tokenizer regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch vs expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Gemma4 device mismatch under auto mapping and Gemma4 reverse-embedding lookup are different forward-path issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility is not the same as Qwen-3 NVFP4 runtime failure." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are distinct version/runtime problems." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device map cuda assert are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Different models and different bugs: autocast dtype mismatch vs GPT-OSS tensor-parallel issue." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error is unrelated to the Mistral-3 image preprocessor dtype mismatch." + "reason": "FSDP checkpointing recompute mismatch is not the same as Qwen3 auto device mapping cuda assert." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen-3 NVFP4 runtime failure." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral-3 image dtype issue is unrelated to an MPS histogram operator limitation." - }, - { - "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking bug is unrelated to GPT-OSS TP failure." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different models and different training/runtime paths; not a duplicate." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Both are MoE-related only at a broad level; the concrete failures are different." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific runtime errors with no shared code path." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Cross-entropy/Liger Kernel issue is unrelated to TRL SFT input-embedding unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but one is Gemma3 loading and the other is BERT index-out-of-bounds; not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are v5 docs cleanup, but they concern different removed references and are not the same concrete documentation change." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3.5 video StopIteration." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Different backends and errors: autocast dtype mismatch vs MPS Int histogram limitation." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL trainer embedding issue is unrelated to MPS MoE backend failure." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different models and code paths; only broad training/runtime similarity." + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS only-TP failure are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch under Jamba/ZeRO-3 is unrelated to the trainer signature regression." + "reason": "DeepSpeed collective mismatch and CustomTrainer.compute_loss signature breakage are different bugs." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch is unrelated to the GenerationMixin import failure." + "reason": "Activation checkpointing/FSDP issue is unrelated to the GenerationMixin import error." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "AMD GPU model-runtime failure vs outdated RAG examples; not the same issue." + "reason": "Liger Kernel cross_entropy being called and a tensor mask/index shape error are not the same bug." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Liger Kernel cross-entropy call is not the same as the generic mask/tensor shape mismatch." + "reason": "GPT-OSS AMD GPU failure is unrelated to outdated RAG documentation." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing text encoder weights are different model-loading problems." + "reason": "Corrupted Ovis2 checkpoint and Sam3Model text encoder weights not loading are different model/data problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but the affected versions and failure conditions differ." + "reason": "Torch/transformers version incompatibility and USE_DISTRIBUTED=0 breakage are separate compatibility regressions." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM load failure is unrelated to USE_DISTRIBUTED=0 support regression." + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated breakages." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Same broad ZeRO-3 area, but Gemma3 loading and BERT zero-sized tensor errors are different bugs." + "reason": "Both are ZeRO-3 index errors, but they occur on different models and appear to be separate manifestations rather than one concrete duplicate." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM config regression is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Gemma3TextConfig sliding-window regression is unrelated to Qwen3 auto device mapping cuda asserts." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted duplicate pair (issue:43596 / issue:43638) is well supported by the titles and cluster signals, and the rest of the soft-edge rejections stay cautious rather than overclaiming sameness. The summary accurately characterizes the cluster as mostly heterogeneous." + "feedback": "The summary is grounded in the packet and stays conservative. The ZeRO-3/BERT index-out-of-bounds pair (43596/43638) is a plausible duplicate, while the other soft-edge rejections are cautious and supported by the issue titles. I don\u2019t see clear evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -555,7 +477,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 2, "review_unit_count": 53, "status": "reviewed", @@ -657,20 +579,20 @@ "issue:43366|issue:45464", "issue:43531|issue:45070" ], - "prepared_review_unit_hash": "f256caf58c2a293616cbc0c532214f0e1390e12d4b2d822f8df0cfc2f1cebee5", + "prepared_review_unit_hash": "5df8b8afa4dadcf766d94d8d54f38f89e8db7d02d186cbf679a1a17f70432e77", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39793, + "serialized_chars": 39794, "estimated_input_tokens": 9949, "estimated_eval_tokens": 20154 }, @@ -679,267 +601,267 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The tokenizer regression pair is a clear duplicate; the ZeRO-3/Bert index-error pair is related but not a safe duplicate under a conservative standard. Most other links are only broad textual similarity.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it is open, broader in scope, and explicitly aggregates the v5 AutoTokenizer wrong-token-ID regression across multiple model families.", + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are different bugs or docs regressions. The only clear duplicate-like pair is the v5 AutoTokenizer wrong-token-IDs regression across model families (45812 and 45920).", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as the cluster anchor, 45920 is the broadest representative: it describes the v5 AutoTokenizer token-ID regression across multiple model families and has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best global issue target for the tokenizer duplicate cluster because it is the most current umbrella report for the same concrete regression.", + "best_issue_reason": "45920 is the strongest global representative because it captures the broadest, most cross-cutting user-visible regression in the set and is more general than the Granite-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failure classes: float8 storage lookup vs USE_DISTRIBUTED=0 compatibility." + "reason": "Different failures: a missing Float8 storage type versus a broader torch/distributed compatibility break." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both are model-input/runtime bugs, but the symptoms and affected paths differ." + "reason": "Both involve model loading/inference, but they are different models and different code paths (Gemma4 device mismatch vs Qwen3.5 video chat template handling)." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both mention docs, but they concern different APIs and different missing/changed behavior." + "reason": "Both are docs-related, but they cover different APIs and different stale references; not the same underlying change." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/backend failure vs table-question-answering crash." + "reason": "Unrelated problems: AMD GPU support for GPT-OSS versus a table-question-answering task crash." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model-specific loading/processor problems." + "reason": "Different model families and symptoms; processor failure is not the same as a PLE device-mismatch bug." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Unrelated kernel/loss-path issue vs video StopIteration error." + "reason": "Liger Kernel cross-entropy routing and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs RAG docs/example drift." + "reason": "Tokenizer detokenization bug and outdated RAG examples do not share the same code path." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying v5 tokenizer wrong-token-ID regression across models; 45920 is the broader umbrella report." + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across multiple model families; they are plausibly one fixable tokenizer-mapping bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading/model implementation failure vs documentation examples issue." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regressions are not the same as PyTorch USE_DISTRIBUTED=0 support breakage." + "reason": "Both mention recent-version breakage, but one is remote_code model loading and the other is USE_DISTRIBUTED=0 PyTorch support; different issues." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs unsupported checkpoint-loading implementation; not the same bug." + "reason": "Corrupted Ovis2 checkpoint versus NemotronH implementation loading failure are different underlying problems." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build/runtime support." + "reason": "Bitsandbytes _is_hf_initialized incompatibility is unrelated to the PyTorch USE_DISTRIBUTED=0 breakage." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Model loading/type error vs docs/examples issue." + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but they involve different models and error modes." + "reason": "Both mention sliding-window concepts, but one is a missing config attribute with vLLM and the other is a Qwen3-MoE sliding_window issue; not the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Related ZeRO-3/index-error family, but the concrete failures differ: mask/tensor shape mismatch versus out-of-bounds loading a non-pretrained Bert model; too weak for a clear duplicate." + "reason": "Both are IndexErrors with DeepSpeed/BERT context, but the concrete failures differ (mask shape mismatch vs out-of-bounds on size 0)." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure is unrelated to table-question-answering." + "reason": "Whisper model loading failure and table-question-answering task crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading issues with no shared failure mode." + "reason": "GLM-4.7 unit-test loading issue and Ovis2 checkpoint corruption are different model-specific failures." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is not the same as a pydantic PretrainedConfig regression." + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/Bert loading index error is unrelated to torch/transformers compatibility." + "reason": "Both involve incompatibility reports, but one is DeepSpeed zero3/BERT and the other is torch 2.4.1 with transformers 5.8.0; different code paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different feature areas: detokenization vs table QA crash." + "reason": "Detokenization regression and table-question-answering crash are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to PretrainedConfig pydantic breakage." + "reason": "Whisper run failure and pydantic field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same general model family, but different APIs and concrete failures." + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming chat/completions API failure; too different to merge." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Model load/type error vs table QA crash." + "reason": "Qwen-3-8B-NVFP4 runtime error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Unrelated sliding-window config issue vs Gemma4 device-mismatch forward error." + "reason": "Different models and symptoms; missing sliding_window_pattern is not a device-map forward mismatch." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure is unrelated to MPS histogram/int issues." + "reason": "Qwen3.5 streaming API failure and MPS histogram Int error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different model/backend problems; no shared code path." + "reason": "Grouped_mm tracing failure and MPS histogram Int error are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug is unrelated to checkpoint corruption." + "reason": "Tied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are not the same problem." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different runtime failures and model families; not mergeable as one fix." + "reason": "Both involve runtime/tracing/dtype problems, but the concrete failures and code paths differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor/model bug vs template compilation error." + "reason": "Processor failure for Voxtral and non-template-node compilation are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to sliding_window config errors." + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated API breakages." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers compatibility issue is unrelated to Gemma4 device placement." + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are ZeRO-3/index errors, but the concrete symptoms and triggers differ enough to avoid merging." + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is zero-sized tensor access during Gemma3 ZeRO-3 loading." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to GGUF gpt-oss support." + "reason": "Different model-support requests: PaddleOCR-VL loading versus GGUF gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm config field regression is unrelated to the pydantic PretrainedConfig issue." + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic field breakage are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are index/mask-related, but they hit different training paths and likely different bugs." + "reason": "Both are shape-related training errors, but they involve different models and different failure modes." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM regression is unrelated to tied-weights translation-model issues." + "reason": "Int4 OOM regression and tied-weights translation-model issues are different bugs." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE/tracing versus TP-only GPT-OSS issues." + "reason": "Torch dynamo grouped_mm tracing error and GPT-OSS only-TP issue are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to streaming chat API failure." + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized argument is a different loading-path bug than the pydantic PretrainedConfig regression." + "reason": "_is_hf_initialized TypeError during init_empty_weights and the pydantic PretrainedConfig regression are different incompatibilities." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen streaming failure are unrelated." + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference failure are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window model issue is unrelated to the pydantic config-field regression." + "reason": "Qwen3-MoE sliding_window handling and pydantic PretrainedConfig field breakage are different issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The tokenizer duplicate call (45812 \u2194 45920) is well grounded, but the ZeRO-3 pair (41093 \u2194 43638) is overstated. The packet only shows broad textual similarity plus different concrete symptoms: one is a mask/tensor shape mismatch, the other is an out-of-bounds error when loading a non-pretrained Bert model under ZeRO-3. That is related, but not enough to call it a clear duplicate under a conservative standard. The summary also overstates this by saying these are the only clear duplicates. Please downgrade or mark the ZeRO-3 link as non-duplicate/uncertain." + "accept": true, + "feedback": "The evaluation is conservative and well grounded in the packet. The only accepted soft edge, 45812\u219445920, is supported by the titles and the broader v5 AutoTokenizer regression theme. The other pairs are reasonably rejected as different bugs or different code paths, and the cluster-anchor choice of 45920 is defensible because it is the broader cross-model representative." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -947,7 +869,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 3, "review_unit_count": 53, "status": "reviewed", @@ -1040,232 +962,238 @@ "issue:43866|issue:44403", "issue:38175|issue:43054" ], - "prepared_review_unit_hash": "8846a2b1cf07cc9c99b4d712033ebfc09c60e5745fd087512abca6e621de1c60", + "prepared_review_unit_hash": "101ad5c93328545a1bd1aa39d033d4d3c69c8b8ed7affdde3e34cf41f07b4a12", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 36896, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a collection of unrelated issue threads, with a few small duplicate clusters around non-persistent buffer loading, remote-code/custom-module loading, SigLIP2 regressions, and Qwen video-input regressions.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43950 is the clearest representative of the shared non-persistent-buffer regression in v5, and it has the strongest duplicate linkage in this set (notably 44534, and likely 45902).", + "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers issues. The only clear duplicate chain is the non-persistent-buffer regression in v5; most other soft pairs share a broad subsystem or model family but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set well; as the best local anchor, issue 43950 is the clearest representative of the repeated non-persistent-buffer corruption regression and directly absorbs the neighboring duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best single issue to anchor the cluster because it states the regression clearly, is broad enough to cover closely related reports, and is more canonical than the more model-specific variants.", + "best_issue_reason": "Issue 43950 is the strongest issue to keep as the representative duplicate target because it is specific, regression-focused, and has explicit near-duplicates in this cluster (43644 and 44534).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different bugs: one is an image preprocessor/model dtype mismatch, the other is a video chat-template token/feature mismatch." + "reason": "Both are multimodal input problems, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a Qwen3.5 video token/feature mismatch; different model families and failure modes." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility complaints, but the reported failures and root causes differ: remote-code breakage vs torch/transformers version incompatibility." + "reason": "One is a broad remote_code breakage report, the other is a specific torch/transformers version incompatibility; not the same concrete bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: grouped_mm tracing error vs missing Float8 storage type." + "reason": "Different runtime errors and code paths: grouped_mm tracing failure vs missing Float8 storage object." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Same Qwen video-input regression family; both point to a video template / token-feature mismatch affecting Qwen3.5-class models." + "accept": false, + "reason": "Both involve video input regressions, but the titles point to different bugs: a v5.3.0 model-family regression versus a chat-template/video-token mismatch." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the symptoms and code paths differ (mask shape mismatch vs zero-size tensor during ZeRO-3 init)." + "reason": "Both are IndexError reports under ZeRO-3, but the shapes and loading paths differ; not clearly the same underlying defect." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 regression area; both describe nonsensical/poor outputs from siglip2-base-patch16-224 and likely stem from the same loading/processor issue." + "accept": false, + "reason": "Same model family, but the symptoms are not specific enough to prove one bug: degraded embeddings versus nonsensical pipeline outputs." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different problems: multimodal config unwrapping vs uninitialized rotary-buffer memory after materialization." + "reason": "Different bugs: config unwrapping for composite Qwen multimodal models versus uninitialized rotary-embedding memory after to_empty." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "No meaningful overlap beyond general environment/setup incompatibility language." + "reason": "One is a backend-selection problem with tensorboard/TensorFlow, the other is a torch/transformers compatibility issue." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different failures and models: FSDP 2-D weight error vs TRL embedding unpacking failure." + "reason": "Different model families and failures: FSDP weight-dimension error versus Qwen3.5 input-embedding unpacking with TRL SFT." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Unrelated multimodal dtype mismatch versus Qwen3.5 embedding unpacking issue." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated issues: perplexity evaluation on gpt-oss-20b vs a GLM5-specific report." + "reason": "A perplexity regression on gpt-oss-20b is unrelated to the generic GLM5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Different issues: notebook custom-model initialization vs flash-attn fallback gating." + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are different code paths." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both concern trust_remote_code/custom-module resolution and cache/path collisions leading to loading the wrong code module." + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-dir cache collision and the other is wrong module selection after save_pretrained; not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Related only at a high level ('tied weights'); the model families and concrete bug paths are different." + "reason": "lm_head weight tying in Mistral3 is distinct from the broader tied-weights issue for translation models." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Unrelated: FineGrainedFP8Config failure vs flash-attn fallback checks." + "reason": "FineGrainedFP8Config failures are unrelated to flash-attn fallback gating." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different code paths: paged attention cache/group type error vs tied-weights handling." + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is not the same as tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied-weights regression." + "reason": "Quantization/offloading behavior is a different problem from tied weights." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weights translation-model issues." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA/indexing discussion is unrelated to a docs typo about the removed run command." + "reason": "A ReLU discussion in DSA indexing is unrelated to the removed transformers run command docs issue." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: TRL embedding unpacking vs invalid method call in GraniteMoEHybrid." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Unrelated documentation nits." + "reason": "A typo fix in cache strategies is not the same as stale docs mentioning a removed command." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and unrelated inference failures." + "reason": "Both are model/runtime issues, but one is a detokenization bug and the other is a Qwen-3-8B-NVFP4 execution failure." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different root causes and subsystems." + "reason": "Different models and failures: NVFP4 runtime error versus GraniteMoEHybrid invalid-method loading." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression: non-persistent buffers are being corrupted/junk-filled during v5 loading." + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading or initialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation example error and the other is a model-quality regression." + "reason": "The first is a docs example with model/processor mismatch and quantization failure; the second is a SigLIP2 output-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x, described with equivalent symptoms." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different numerical issues in different training/inference paths; not the same bug." + "reason": "Different problems: autocast dtype mismatch in Phi-tiny-MoE versus RLHF NaN explosion from Qwen3.5 position_ids/SDPA fallback." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different errors and code paths: custom trainer API mismatch vs DeepSpeed ZeRO-3 loading failure." + "reason": "Trainer compute_loss signature mismatch is unrelated to DeepSpeed ZeRO-3 zero-size index loading errors." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different storage/type incompatibility reports with no shared concrete bug." + "reason": "Bitsandbytes constructor incompatibility and Float8 storage lookup failure are different quantization-related bugs." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer materialization/loading regression; 45902 looks like a model-specific manifestation of the broader 43950 bug." + "accept": false, + "reason": "Non-persistent buffer corruption is not the same as Qwen3_5MoeTextRotaryEmbedding uninitialized-memory after to_empty." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality is unrelated to a tokenizer-version change report." + "reason": "SigLIP2 embedding quality regression and tokenization-version-change reports are different issues." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption is unrelated to noise/logging when loading a transformer." + "reason": "Ovis2 checkpoint corruption is not the same as loading noise during transformer initialization." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both are SigLIP2-related, but one is a probabilities anomaly and the other is a text-embedding quality complaint; not clearly the same underlying bug." + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse embeddings; not enough evidence they are the same concrete bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The canonical choice of 43950 is well supported by the explicit duplicate-style match to 44534, and the other accepted soft pairs are phrased cautiously enough to fit the issue titles. The rejected pairs also avoid overclaiming beyond the evidence." + "feedback": "The clustering summary is well grounded in the packet and stays conservative. The only clearly supported duplicate chain is the non-persistent-buffer regression around 43644/43950/44534, and the other soft-edge rejections do not overclaim equivalence based on the available titles/bodies." }, "evaluator_used": true, "retried": false, @@ -1276,7 +1204,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 4, "review_unit_count": 53, "status": "reviewed", @@ -1353,9 +1281,9 @@ "issue:44991|issue:45399", "issue:43881|issue:43883", "issue:45020|issue:45823", - "issue:42491|issue:44368", "issue:44661|issue:45020", "issue:43828|issue:45823", + "issue:42491|issue:44368", "issue:45081|issue:45399", "issue:45715|issue:46315", "issue:45020|issue:45356", @@ -1367,14 +1295,14 @@ "issue:43792|issue:44220", "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "dd0b94d6366d79d893300215d9388062470d33f14c0ee9dfcc2150a4ab20febd", + "prepared_review_unit_hash": "b90635dfa6438e8554e6753adad754ce8c8b1935900e6528be293525a2f4300a", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, @@ -1389,204 +1317,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of false-positive similarity matches across unrelated issues. Only two pairs look like true duplicates or near-duplicates: the v5 docs/pipeline-removal reports and the `_is_hf_initialized` loading regression.", - "confidence": 0.93, - "canonical_issue_reason": "No single cluster-wide canonical issue: the items span many unrelated bugs. If one duplicate target is needed, 43827 is the cleanest canonical issue because 44509 restates the same v5 docs/pipeline-removal regression.", + "summary": "Mostly a mixed bag of unrelated Transformers issues, with a few clear duplicate subclusters around docs pipeline removals, SigLIP2 implementation drift, the `_is_hf_initialized` loading regression, and Whisper feature extraction.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45020 is the broadest, most representative v5 regression report in this set, covering the common theme of recent loading/remote_code breakage across models.", "canonical_pr_reason": null, - "best_issue_reason": "43827 is the best issue to keep: it is specific, actionable, and has a near-identical duplicate in 44509.", + "best_issue_reason": "issue:45020 has the widest scope and highest cross-model impact, making it the best anchor for the overall cluster theme of v5 loading regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure modes: tokenizer error messaging vs missing `all_tied_weights_keys` attribute." + "reason": "Different failures: a bad AutoTokenizer error for Voxtral vs a missing `all_tied_weights_keys` attribute in Molmo." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Both involve Gemma/Qwen3.5 MoE memory behavior, but the concrete bugs differ: FSDP2 `shared_kv_states` rebuild vs uninitialized `inv_freq` after `to_empty`." + "reason": "Both involve Gemma/Qwen MoE-adjacent models, but the concrete bugs differ: FSDP2 `shared_kv_states` KeyError vs uninitialized `inv_freq` memory." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different code paths: Flash Attention packed-sequence misinterpretation vs CPU-offload incompatibility in rotary embedding." + "reason": "Different code paths: Flash Attention position-id handling on Qwen3.5 vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Unrelated regressions: LoRA gradient checkpointing vs int4 quantization memory reservation." + "reason": "Gradient checkpointing/LoRA inefficacy is not the same bug as int4 quantization increasing reserved CUDA memory." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is a quality comparison and the other is an HF-vs-JAX implementation discrepancy; not the same bug." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch with the intended/reference behavior, surfaced as degraded text embeddings." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer error handling is unrelated to glm-4v-9b loading failure." + "reason": "Unrelated models and errors: Voxtral tokenizer messaging vs glm-4v-9b load failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise complaint vs a specific model load failure; not the same underlying issue." + "reason": "One is about noisy loading logs; the other is a specific model load failure for ScandiBERT." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and Python 3.13 flash_attn import issue are unrelated." + "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 `flash_attn` import/key error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading problems, but they are different models/issues with no shared concrete bug." + "reason": "Loading noise is not the same as a concrete tokenizer/model load failure for `cjvt/sleng-bert`." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "`AutoConfig` missing fields with `trust_remote_code` is not the same as broad remote_code loading breakage." + "reason": "Both mention remote code, but one is a specific missing-fields bug in `AutoConfig` and the other is a broader model-loading regression." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different issues: PEFT gradient checkpointing vs MoE training memory inefficiency." + "reason": "Distinct memory/training issues: ineffective gradient checkpointing vs inefficient MoE training memory usage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3 MoE FP8 failure are unrelated model-loading bugs." + "reason": "Different model-loading failures: Gemma3 ZeRO-3 `IndexError` vs Qwen3 MoE fine-grained FP8 conversion/loading." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram/int handling in MoE is unrelated to Gemma4 device-map forward mismatch." + "reason": "MPS histogram/int support in MoE is unrelated to Gemma4 PLE device placement with `device_map='auto'`." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 issue are different model-specific problems." + "reason": "Qwen3VL weight-only loading and GLM5 are unrelated model-specific issues." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` are separate failures." + "reason": "Model import error for Qwen2.5-VL is unrelated to the bitsandbytes `_is_hf_initialized` constructor-arg regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + "reason": "Tokenizer loading for `est-roberta` and Flash Attention fallback gating are different problems." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and root causes: glm-4v-9b loading vs missing `all_tied_weights_keys` on Molmo." + "reason": "glm-4v-9b load failure is unrelated to Molmo missing tied-weights metadata." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device-map mismatch are not the same bug." - }, - { - "left": "issue:42491", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3 MoE LoRA compatibility across versions is unrelated to a tie-word-embeddings warning in Qwen3.5 fine-tuning." + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are different concrete bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` token-mapping failure is a different code path than remote_code loading regressions." + "reason": "`add-new-model-like` failing with `TOKENIZER_MAPPING_NAMES` is not the same underlying issue as the broader remote-code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Gemma4 device placement." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is distinct from Gemma4 PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A version incompatibility for Qwen3 MoE LoRA is not the same as a tie-word-embeddings warning in Qwen3.5 fine-tuning." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral tokenizer regex patch crash and flash-attn2 fallback blocking are unrelated." + "reason": "Mistral regex patch crash is unrelated to Flash Attention fallback being blocked by other checks." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they hit different functions (`convert_ids_to_tokens` vs `convert_tokens_to_ids`) and are not the same bug." + "reason": "Both are tokenizer performance regressions, but they affect different conversion APIs and appear to have different root causes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage and Kimi-K2.5 tokenizer codec regression are different concrete issues." + "reason": "Remote-code loading breakage and Kimi-K2.5 tokenizer codec/warning regression are separate issues." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading key error is unrelated to flash-attn2 fallback gating." + "reason": "MobileLLM key error and Flash Attention fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head weight tying in Mistral3 and non-persistent buffer corruption are distinct loading/state bugs." + "reason": "`lm_head` tying in Mistral3 is a model-weight issue, not the same as non-persistent buffer corruption in `from_pretrained`." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same underlying docs regression: v5 still references removed pipeline tasks in summarization/translation docs." + "reason": "These are the same docs regression: lingering references to pipeline tasks removed in v5." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` regression during model loading/init-empty-weights; both report the same TypeError from the same code path." + "reason": "Both describe the same `_is_hf_initialized` incompatibility during meta/init-based loading, just from different user-facing entry points." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE FP8 failure is unrelated to the `_is_hf_initialized` loading regression." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different bug from the bitsandbytes constructor-arg incompatibility." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper loading/run failure and `_torch_extract_fbank_features()` issue are not clearly the same underlying bug." + "accept": true, + "reason": "Both point to the Whisper `_torch_extract_fbank_features()` path failing, with the broad model failure and the specific function-level bug matching." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different MoE/deepspeed training problems: weight conversion vs gradient averaging." + "reason": "Qwen3 MoE weight conversion/loading and gradient averaging under DeepSpeed are different training-time bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft-edge pairs. The two accepted pairs are plausibly the same underlying regressions by title/code path, and the rest are reasonably rejected as distinct bugs. No evidence of overstatement." + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The canonical/best issue choice of issue:45020 is reasonable as a broad remote_code regression anchor. The accepted soft-edge pairs are also defensible from the titles and issue descriptions, especially the docs pipeline-removal pair, the `_is_hf_initialized` loading regression pair, and the Whisper feature-extraction pair. I did not see any clear overstatement of evidence in the rejected pairs." }, "evaluator_used": true, "retried": false, @@ -1597,7 +1525,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 5, "review_unit_count": 53, "status": "reviewed", @@ -1665,19 +1593,19 @@ "issue:43854|issue:44863", "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:44863|issue:46402", "issue:41553|issue:44488", "issue:24643|issue:30064", + "issue:44863|issue:46402", "issue:44530|issue:44863", - "issue:45325|issue:45902", "issue:43366|issue:43828", + "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:44155|issue:45584", "issue:43950|issue:45834", "issue:44560|issue:45685", - "issue:43824|issue:43957", "issue:43366|issue:44589", + "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43550|issue:44910", @@ -1686,24 +1614,24 @@ "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:44560|issue:44805", - "issue:43632|issue:45834", "issue:38175|issue:43994", + "issue:43632|issue:45834", "issue:43638|issue:44661" ], - "prepared_review_unit_hash": "b65625dd76676f389c7a50ef81f36ba7ad7145bd99d817a56753ce81a6e1598e", + "prepared_review_unit_hash": "2d4c1dec1661a247c9c48811676498e23467b4404c9a41e660f4889f46a852ac", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37484, + "serialized_chars": 37483, "estimated_input_tokens": 9371, "estimated_eval_tokens": 18998 }, @@ -1712,204 +1640,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate-like pair is the two custom model initialization regressions in Transformers 5.0.0; the rest are too model- or path-specific to merge safely.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broader report of the custom model initialization regression, while issue:43645 is the notebook-specific variant of the same underlying bug.", + "summary": "This is a heterogeneous set of bug reports rather than one tight duplicate cluster. The only strong duplicate-like pair is the Transformers 5.0 custom model initialization regression (43645/43646); the rest are mostly model- or error-specific issues that do not look mergeable.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the cleaner, broader representative of the custom model initialization regression and best subsumes issue:43645.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue because it states the core regression cleanly and covers the underlying problem without narrowing to a specific notebook scenario.", + "best_issue_reason": "issue:43646 is the best issue anchor here because it captures the clearest true duplicate pair and is phrased more generally than issue:43645.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failure modes: a Trainer signature mismatch versus a tensor/mask shape mismatch." + "reason": "Different failures: trainer API keyword mismatch vs. tensor/mask shape mismatch; no sign of the same code-path bug." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is an effectiveness issue and the other is a missing flag on a trust_remote_code variant." + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is a missing flag on a trust_remote_code model." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading regressions affecting different models; same broad area but not the same bug." + "reason": "One is a bad AutoTokenizer error message, the other is an actual tokenizer load failure for a different model." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but they involve different Qwen models and different symptoms." + "reason": "Both involve ZeRO-3 weight loading, but they are different Qwen model families and likely different loader issues." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "One is an RLHF numerical stability issue; the other is a flash-attention crash on a null auxiliary state." + "reason": "Unrelated problems: Qwen3.5 RLHF/position_ids vs. flash-attention sinkless-model crash." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading problems for different architectures; no clear shared root cause." + "reason": "Different models and different load failures; too broad to treat as the same bug." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "The error text is similar, but there is not enough evidence that these reports share the same concrete code path." + "reason": "The error strings are similar, but the reports are generic symptom matches without enough evidence of the same root cause." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both concern Qwen video regressions, but the described failures are different enough that they likely need separate fixes." - }, - { - "left": "issue:44863", - "right": "issue:46402", - "accept": false, - "reason": "One is a checkpoint-compatibility problem for NemotronH; the other is missing text-encoder weight loading for Sam3Model." + "reason": "Both are video regressions, but they affect different model stacks and do not clearly share one concrete fix." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading errors, but they concern different models and different error behavior." + "reason": "Both are tokenizer-related, but one is Voxtral error handling and the other is a specific model load regression." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated errors: DeepSpeed training vs image processor segmentation-map handling." + "reason": "Completely different domains: DeepSpeed training runtime error vs. image processor segmentation-map handling." }, { - "left": "issue:44530", - "right": "issue:44863", + "left": "issue:44863", + "right": "issue:46402", "accept": false, - "reason": "PagedAttention cache parsing and checkpoint loading are unrelated code paths." + "reason": "Both are model-loading issues, but for different architectures and different failure modes." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:44530", + "right": "issue:44863", "accept": false, - "reason": "Different Qwen3.5 bugs: rope-index scaling versus uninitialized memory after meta-to-empty materialization." + "reason": "Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading; no shared concrete bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and autocast dtype mismatch are different problems." + "reason": "Both mention model support/precision, but one is GGUF gpt-oss support and the other is an autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary embeddings, but the specific bug is different: temporal scaling vs. uninitialized inv_freq after materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 failures: FSDP2 shared_kv_states handling versus device_map placement mismatch." + "reason": "Gemma4 FSDP2 per-layer state rebuild bug is unrelated to the device-mismatch forward failure." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Support for a new GGUF architecture and a sliding_window issue in Qwen3-MoE are not the same bug." + "reason": "One is GGUF architecture support, the other is a sliding_window issue in Qwen3-MoE; different changes are needed." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Audio batching leakage and Whisper empty-transcription handling are separate defects." + "reason": "AudioFlamingo3 batch-leak issue and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption versus long-OCR index errors; different subsystems and symptoms." + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as the Kosmos2.5 long-input index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video input regression and MPS histogram support are unrelated." + "reason": "Video StopIteration regression and MPS histogram int-support error are unrelated." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Importing a missing class and meta-device loading breakage are different loading issues." + "reason": "GGUF support and missing Float8 storage are different loading/runtime problems." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "GGUF model architecture support is unrelated to the float8 storage import/storage error." + "reason": "ImportError for a missing class and meta-device model loading breakage are different failures." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Fine-grained FP8 config failure and meta-device loading regressions are distinct bugs." + "reason": "Qwen3Moe FP8Config failure is not the same as generic meta-device loading regressions." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These look like the same underlying Transformers 5.0.0 custom-model-initialization regression; one report is just notebook-specific." + "reason": "These describe the same Transformers 5.0 custom model initialization regression; the notebook wording in 43645 is just a usage context." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Torch.compile SDPA failure on Bamba and flash-attention illegal memory access on Qwen3.5 are different code-path problems." + "reason": "Different model families and different symptoms: torch.compile+SDPA vs. Flash Attention position_ids misinterpretation." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3-related video/embedding flows, but one is a StopIteration video regression and the other is a TRL SFT unpacking failure." + "reason": "Video StopIteration in Qwen3-vl-embedding is not the same as unpacking Qwen3.5 input embeddings in TRL SFT." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script execution failure and GGUF architecture support are not the same issue." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "An import error for GenerationMixin and a Qwen3Moe FP8 failure are unrelated." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 config issues are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping-name handling and Gemma4 device placement are different bugs." + "reason": "Tokenizer mapping bookkeeping bug vs. Gemma4 device mismatch; different subsystem and fix." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different generic runtime failures with no evidence of a shared root cause." + "reason": "Same broad video/modeling area is not enough; the reported errors and models differ materially." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is nonsensical results under AutoModel/pipeline; too little evidence for a single bug." + "reason": "Both involve siglip2-base-patch16-224, but one reports zero probabilities and the other nonsensical AutoModel/pipeline outputs; not enough to prove one underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 training on a non-pretrained Bert and tokenizer-mapping-name handling are unrelated." + "reason": "DeepSpeed ZeRO-3 zero-sized tensor error and tokenizer-mapping helper bug are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue:43645/issue:43646, is plausibly the same Transformers 5.0.0 custom-model initialization regression, and the other soft-edge rejections do not overclaim shared root cause." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is 43645/43646, and the other soft edges are reasonably marked false without overclaiming shared root causes. No mergeability overstatement is evident." }, "evaluator_used": true, "retried": false, @@ -1920,7 +1854,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 6, "review_unit_count": 53, "status": "reviewed", @@ -1980,30 +1914,30 @@ "issue:46050" ], "soft_pairs": [ - "issue:44877|issue:45030", "issue:43596|issue:44661", + "issue:44877|issue:45030", "issue:44661|issue:44805", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", + "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:41720|issue:42915", "issue:44960|issue:44977", "issue:42915|issue:44756", "issue:44451|issue:44488", - "issue:45313|issue:45357", "issue:42491|issue:45276", + "issue:45313|issue:45357", "issue:43708|issue:44075", "issue:44488|issue:44991", - "issue:43644|issue:43645", "issue:39692|issue:43994", + "issue:43644|issue:43645", "issue:45488|issue:45812", "issue:43856|issue:43873", + "issue:43856|issue:44387", "issue:43854|issue:43931", "issue:43257|issue:43854", - "issue:43856|issue:44387", - "issue:44960|issue:46050", "issue:45362|issue:45406", + "issue:44960|issue:46050", "issue:42491|issue:45292", "issue:42491|issue:43931", "issue:44164|issue:44291", @@ -2012,226 +1946,226 @@ "issue:43425|issue:43957", "issue:43404|issue:43454" ], - "prepared_review_unit_hash": "7beb130493026c84956e6ecc2026a701760085860d5c6f139d70e3d1a5a62643", + "prepared_review_unit_hash": "9ff6eee356d2ac1722a76a6b966fe3d8404cd161853a21cc2970dd0a16a8bc30", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36977, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous collection of Transformers v5/model-loading regressions across different model families. The only clear duplicate groups are the non-persistent-buffer junk reports and the resize_token_embeddings propagation reports; the two generic BERT load failures also look like the same underlying load-regression.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43644 is the cleanest canonical anchor: it is the earlier, more descriptive version of the exact duplicate pair with issue:44534 about non-persistent buffers being filled with junk in Transformers 5.0.0.", + "summary": "Most items are distinct model- or feature-specific bugs, not duplicates. The only clear duplicate pair is the Transformers v5 non-persistent buffer corruption regression; the rest share broad subsystems at most, but not the same concrete code-path failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44534 is the cleanest representative of the only confirmed duplicate subcluster: it states the v5 non-persistent-buffer junk regression in a general form, while issue:43644 is the same bug described more specifically.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best overall issue representative among the clear overlaps because it states the bug broadly and cleanly, making it the strongest duplicate-triage anchor in this set.", + "best_issue_reason": "There is no single issue that cleanly represents the whole set because the cluster spans many unrelated bugs; issue:44534 is the best representative of the one true duplicate theme and has the broadest, most canonical wording.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:43596", + "right": "issue:44661", "accept": false, - "reason": "Different models and different symptoms; both mention config/loading failures, but there is no evidence they share the same concrete bug." + "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a model-like entry." }, { - "left": "issue:43596", - "right": "issue:44661", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "One is a DeepSpeed/zero3 BertModel index error, the other is an add-new-model-like tokenizer mapping failure; unrelated code paths." + "reason": "Both involve config validation, but they hit different models and different validation paths; not enough evidence of one underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping validation vs a tensor mask shape mismatch; not the same underlying issue." + "reason": "Tokenizer-mapping insertion bug and mask-shape IndexError are unrelated." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both are loading/offload problems, but one is dequantized model offload failure and the other is mmap/OOM on Strix Halo; different bugs." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-verbatim duplicate about Transformers v5 filling non-persistent buffers with junk; same bug and same fix target." + "reason": "Both touch loading/offload/memory, but one is quantized gpu+cpu offload loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero-probabilities bug vs a documentation example error; different root causes." + "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers are filled with junk; the titles describe the same concrete bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/qwen3_moe compatibility issue vs BitNet packed-weight loading; unrelated failures." + "reason": "Different code paths: LoRA model incompatibility on hf4.x/hf5.x vs packed-weight unpacking during accelerate loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping/cuda assert and the other is FineGrainedFP8Config; not the same concrete problem." + "reason": "Both are Qwen3-family issues, but one is auto device mapping cuda assert and the other is FineGrainedFP8Config failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different flash-attention failures; not mergeable into one fix." + "reason": "Different model families and different flash-attention symptoms." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 loading vs Strix Halo mmap/OOM; unrelated issues." + "reason": "Qwen3 MoE FP8 failure is unrelated to Strix Halo mmap OOM." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the current/latest version failing to load BERT-family models; likely the same model-loading regression affecting multiple checkpoints." - }, - { - "left": "issue:45313", - "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 language_model weight loading vs save_pretrained visual encoder key regression; different code paths." + "reason": "Both are model-loading failures, but they are separate model-specific reports with no shared concrete bug shown." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe compatibility bug is unrelated to resize_token_embeddings behavior." + "reason": "LoRA/accelerate compatibility issue vs resize_token_embeddings not propagating to Gemma4 outputs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: ZeRO-3 language_model loading vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps calculation vs optimizer argument handling; separate trainer/optimizer issues." + "reason": "Trainer checkpoint math bug and SGD argument handling are unrelated." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/load regressions, but they affect different models and likely different tokenizer paths." + "reason": "Separate tokenizer/model-loading failures for different model families." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Non-persistent buffer junk vs notebook custom-model initialization; both are v5 regressions but not the same bug." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is incorrect inference behavior with AutoModel/pipeline." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Docs example/model-processor mismatch vs incorrect inference results in a model; distinct problems." + "reason": "One is a buffer-initialization regression; the other is notebook behavior for custom models. Different bugs." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions: one is LlamaTokenizer pre-tokenizer override, the other is wrong token IDs for Granite models." + "reason": "Tokenizer corruption bugs, but different mechanisms and different model families (LlamaTokenizer pre-tokenizer override vs Granite token IDs regression)." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offloading, but one is Qwen3 MoE training efficiency and the other is quantization offloading behavior; not the same bug." + "reason": "Qwen3 MoE training memory inefficiency vs quantization offloading not working are different problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is training inefficiency and the other is int4 reserved-memory OOM regression." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model loading failures: unit-test load issue for GLM-4.7 vs shape mismatch for Qwen3-VL-30B." + "reason": "Different model-load failures: unit-test load issue for GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Accelerate+deepspeed Qwen3 MoE conversion issue vs GLM-4.7 unit-test loading; unrelated." + "reason": "Accelerate+deepspeed MoE weight conversion bug is unrelated to GLM-4.7-Flash loading." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "One is training-memory inefficiency, the other is int4 quantization reserved-memory/OOM regression; same broad theme but different code paths." + "reason": "Qwen3.5 chat crash and Gemma4 processor missing _tokenizer are unrelated failures." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs sinq save/load regression; no shared underlying bug." - }, - { - "left": "issue:45362", - "right": "issue:45406", - "accept": false, - "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve; different failures." + "reason": "Unrelated: GLM5 vs quantized model save/load regression." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x compatibility issue is unrelated to resize_token_embeddings propagation." + "reason": "LoRA/qwen3_moe compatibility issue vs a separate resize_token_embeddings/output_embeddings bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility issue vs Qwen3-VL weight-shape mismatch; different bugs." + "reason": "Different model-loading failures with no shared concrete root cause." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling vs init_empty_weights unexpected argument; distinct loading/saving regressions." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are different serialization/loading bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both crash in attention-related code, but one is packed sequence misinterpretation and the other is s_aux=None AttributeError; separate issues." + "reason": "Both are flash-attention crashes, but one is a packed-sequence position_ids assertion and the other is an s_aux=None AttributeError." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression: embeddings are not propagated to the output/decoder embeddings across model variants." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different embedding targets; not clearly the same code-path bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility vs meta-device loading breakage; not the same bug." + "reason": "Torch 2.10 compatibility and meta-device model loading are unrelated." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are weight-tying bugs, but they affect different model classes and are not clearly the same code-path problem." + "reason": "Both involve untied lm_head weights, but they are reported on different model classes and do not clearly describe the same concrete defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The duplicate triage is generally grounded in the packet and the soft-edge calls are mostly conservative. The two confirmed duplicate-like groups (43644/44534 and 45276/45335) are well supported by the issue titles, and the BERT loading pair is phrased cautiously enough as a likely shared regression. No mergeability problems here." + "feedback": "The summary is grounded in the packet and the soft-edge calls are appropriately conservative. The only clearly supported duplicate pair is issue:43644 / issue:44534, which share the same v5 non-persistent-buffer regression wording. The other rejected pairs are plausibly distinct based on the titles and available metadata." }, "evaluator_used": true, "retried": false, @@ -2242,7 +2176,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 7, "review_unit_count": 53, "status": "reviewed", @@ -2314,14 +2248,14 @@ "issue:44155|issue:45823", "issue:44387|issue:44756", "issue:44292|issue:44912", - "issue:43335|issue:45663", "issue:43957|issue:44756", + "issue:43335|issue:45663", "issue:42947|issue:43381", "issue:45276|issue:45292", "issue:44164|issue:44756", - "issue:43381|issue:44928", - "issue:43854|issue:45216", "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", "issue:45684|issue:45698", "issue:45588|issue:45663", "issue:43646|issue:43708", @@ -2334,254 +2268,254 @@ "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:44683|issue:45823", - "issue:43611|issue:43645", "issue:43425|issue:45823", + "issue:43611|issue:43645", "issue:43425|issue:43716" ], - "prepared_review_unit_hash": "db9e4ece86bb3656228be1bd28d85c6ce338ef07e4a0535471306dc39bc240b7", + "prepared_review_unit_hash": "bebe1b04a878b46d3e597927c4dfaa096d6f77b89c3183667c57854af1a73b6b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38213, - "estimated_input_tokens": 9554, - "estimated_eval_tokens": 19364 + "serialized_chars": 38217, + "estimated_input_tokens": 9555, + "estimated_eval_tokens": 19366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and heterogeneous, spanning several unrelated Transformers 5.x regressions (model loading, quantization/offload, gradient checkpointing, multimodal configs, and tokenizer behavior). The only clear duplicate family here is the resize_token_embeddings regression affecting output/decoder embeddings.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45292 is the cleanest, most general anchor for the resize_token_embeddings bug family; the Gemma4 and t5gemma reports read like model-specific manifestations of the same missing embedding propagation.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regression issues. The only clear duplicate family I see is the `resize_token_embeddings` bug affecting model-specific embeddings (`output_embeddings`, `embed_tokens_per_layer`, and `decoder.embed_tokens`).", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45292 is the most generic statement of the duplicate family (`resize_token_embeddings` not updating `output_embeddings`), so it best represents the shared bug across the model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the strongest duplicate target in the cluster because it states the shared failure mode without model-specific noise and can subsume the closely related embedding-update reports.", + "best_issue_reason": "45292 is the broadest and most reusable issue for the resize-token-embedding regression; the others are narrower model-specific variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different failures: Qwen3 device-map CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + "reason": "Different models and failures: CUDA assert in Qwen3 auto device map vs embedding/token leakage in AudioFlamingo3 batched inference." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Doc example errors for SigLIP2 are unrelated to the GLM5 loading issue." + "reason": "Unrelated topics: SigLIP2 doc example errors vs a generic GLM5 issue title with no matching failure mode." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they affect different models and likely different root causes." + "reason": "Both involve model loading, but the titles point to different models and no clear shared code-path failure is shown." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Both mention memory/optimization concerns, but one is PEFT gradient checkpointing and the other is an apex RMSNorm memory leak." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path breakage for GenerationMixin is not the same as Whisper pipeline return_language regression." + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM under int4." + "reason": "Both mention quantization/OOM, but the symptoms and likely code paths differ enough that they do not look like the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding is unrelated to Qwen multimodal text_config unwrapping." + "reason": "Gemma4 FSDP2 KeyError and Qwen multimodal `from_config` unwrapping are different bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected init_empty_weights argument handling and Strix Halo mmap OOM are different code paths." + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to Strix Halo mmap OOM." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 attention/FSDP state handling is unrelated to Qwen3_5Moe rotary embedding CPU offload." + "reason": "Gemma4 shared_kv_states FSDP bug and Qwen3_5Moe CPU-offload incompatibility are different failures." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 track leakage is unrelated to Gemma4 PLE device-mapping mismatch." + "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 device-map forward mismatch." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "int4 quantization OOM and Strix Halo mmap OOM are both memory issues but not the same bug." + "reason": "Int4 quantization OOM due reserved memory and Strix Halo mmap OOM are different underlying issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/model-loading failures for different models and backends." + "reason": "Qwen-3-8B-NVFP4 runtime error and git-oss MXFP4 fallback to bf16 are different quantization-loading problems." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP attention state handling." + "reason": "Meta-device model loading regressions and Strix Halo mmap OOM do not look like the same bug." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Meta-device model loading breakage is a different problem from disabling mmap to avoid OOM." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state reconstruction." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is blocked in eval mode." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA training behavior and the other is eval-mode incompatibility." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings regression; 45276 is a Gemma4-specific manifestation and 45292 states the general output_embeddings failure." + "reason": "Same underlying `resize_token_embeddings` regression; 45276 is the Gemma4-specific manifestation and 45292 is the generic `output_embeddings` report." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap-related OOM on Strix Halo." + "reason": "`save/from_pretrained` extra_state handling is unrelated to Strix Halo mmap OOM." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Gradient checkpointing in eval mode and RLHF NaN from 3D position_ids are unrelated." + "reason": "Video-input regression for Qwen VL models and strict-config loading for granite_speech are different issues." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading for GLM-4.7 is unrelated to Qwen3.5 save_pretrained regression." + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 checkpoint save regression are separate save/load problems with different symptoms." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to strict config blocking granite_speech loading." + "reason": "Eval-mode gradient checkpointing failure is unrelated to RLHF NaN explosion from 3D position_ids and SDPA fallback." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both concern custom-model save/load flows, but one is a permissions side effect and the other is wrong-module loading." + "reason": "Both involve custom-model save/load, but one is about read-only file permissions and the other about loading the wrong custom module." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling crash is unrelated to Gemma4 FSDP shared_kv_states rebuilding." + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 KeyError are distinct code-path failures." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer resume_from_checkpoint max_steps miscalculation are different bugs." + "reason": "Custom model initialization regressions and Trainer `resume_from_checkpoint` max_steps miscalculation are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization and extra_state save/load handling do not describe the same issue." + "reason": "Notebook custom-model initialization and `save/from_pretrained` extra_state handling are different bugs." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings propagation bug; both report embeddings not updating after resize, with different affected model classes." + "reason": "Same `resize_token_embeddings` bug family; both report model-specific embeddings not being updated, here `output_embeddings` versus `decoder.embed_tokens`." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Tokenizer wrong IDs regression and convert_tokens_to_ids slowdown are separate tokenizer issues." + "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` performance are different tokenizer issues." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as meta-device loading failures." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breaks are not the same failure." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different failures." + "reason": "Torch 2.10 compatibility issue and autocast dtype mismatch are too different to merge as one bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different model-loading failures affecting different checkpoints." + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not clearly the same underlying bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to disabling mmap on Strix Halo." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenizer-version behavior changes." + "reason": "Whisper pipeline language return regression is unrelated to tokenizer behavior changes across versions." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 and Gemma4 device mismatch are separate failures." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map forward mismatch are different issues." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:43425", + "right": "issue:45823", "accept": false, - "reason": "Both are Transformers 5.0 custom-model loading regressions, but the reported breakage and code paths are not the same." + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are separate problems." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Torch 2.10 compatibility and Gemma4 device-map forward mismatch are unrelated." + "reason": "Both are custom-model loading regressions in Transformers 5.0, but the titles indicate different failure modes and not one concrete bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch incompatibility and Mistral-3 dtype mismatch are different issues." + "reason": "Torch compatibility issue and Mistral-3 image preprocessor/model dtype mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative overall. The only clearly supported duplicate family is the resize_token_embeddings regression around 45292/45276/45335, and the remaining soft-edge rejections are appropriately cautious given the titles available." + "feedback": "The analyst output is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate family is the resize_token_embeddings regression centered on issue:45292, and the accepted links to issue:45276 and issue:45335 are well-justified by the titles. No overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -2592,7 +2526,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 8, "review_unit_count": 53, "status": "reviewed", @@ -2659,40 +2593,40 @@ "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43906|issue:46326", - "issue:43425|issue:44918", "issue:43901|issue:44509", + "issue:43425|issue:44918", "issue:46050|issue:46326", - "issue:43299|issue:43931", "issue:43994|issue:44079", "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:43596|issue:44683", "issue:44164|issue:45759", "issue:44671|issue:44991", - "issue:43596|issue:44683", "issue:44991|issue:45081", "issue:43856|issue:44756", - "issue:44164|issue:44479", "issue:39404|issue:44671", - "issue:44737|issue:45859", + "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:43582|issue:43632", + "issue:44737|issue:45859", "issue:44661|issue:44683", "issue:44488|issue:44987", - "issue:43611|issue:43644", + "issue:43582|issue:43632", "issue:32090|issue:39404", + "issue:43611|issue:43644", "issue:43716|issue:45084", "issue:46285|issue:46402", "issue:40990|issue:43421", "issue:36032|issue:42915", "issue:43643|issue:44530" ], - "prepared_review_unit_hash": "5a0321d764168ee413e0582e4cd6a15f958791cd7dfdd564ca5f122665207511", + "prepared_review_unit_hash": "7db6ba6ab36aad951037da6239c779da2983faea122bd37d3ff2f5b6f8ffcb75", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, @@ -2707,216 +2641,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and model-specific loading/runtime bugs, many around v5 changes, tokenizers, or quantization. None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43611 is the broadest and most representative report here: a v5 model-loading regression tied to `base_model_prefix`, which matches the cluster\u2019s dominant theme of loading breakages.", + "summary": "This cluster is highly heterogeneous: most items are independent model-/tokenizer-/platform-specific regressions or docs issues, with no true duplicate pair among the provided soft edges. The closest umbrella-style issue is a Transformers v5 model-loading regression, but it is not a duplicate anchor for the rest.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster because it describes a general Transformers v5 model-loading regression; however, the rest of the items are too varied to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is general, high-impact, and clearly about a core regression rather than a model-specific edge case.", + "best_issue_reason": "43611 is the best single issue to represent the cluster since it is a clear, broad loading-regression report and more umbrella-like than the other narrow, model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Both are errors, but one is Qwen3.5 PagedAttentionCache/linear_attention and the other is a template compilation TypeError; different code paths." + "reason": "Different bugs: a Qwen3.5 PagedAttentionCache crash vs a template-node compilation TypeError." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "A reproduction of issue 38071 is unrelated to Qwen3.5 cache crashes." + "reason": "Unrelated failures; one is a reproduction of an earlier issue, the other is a Qwen3.5 cache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper `return_language` pipeline regression is unrelated to gpt-oss MXFP4 quantization fallback." + "reason": "Whisper pipeline return_language regression is unrelated to gpt-oss MXFP4 quantization fallback." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export` with `torch_compilable_check` is a different path than Perceiver image interpolation failures." + "reason": "Different code paths and symptoms: torch.export + torch_compilable_check vs Perceiver interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are regressions, but one is video input on Qwen VL variants and the other is a mask shape `IndexError`; no shared bug." + "reason": "Video-input regression for Qwen VL models is not the same as a masking shape IndexError." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template node compilation errors." + "reason": "Float8 storage lookup failure is unrelated to the template-node compilation error." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of issue 38071 is not the same as the mistral_common `continue_final_message` bug." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch version incompatibility is unrelated to Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Different tokenization/pipeline issues with no shared underlying bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both touch docs, but one is about `return_all_scores` in text classification and the other about removed pipeline tasks; different fixes." + "reason": "Both are docs-related, but they cover different pipeline API removals and behaviors." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Quantized model save/load corruption is unrelated to tokenizer `continue_final_message` behavior." + "reason": "Torch version incompatibility is unrelated to the TRL SFT embedding-unpacking failure." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Both mention Qwen3-VL, but one is a v5 loading regression and the other is a specific weight-shape mismatch; not the same bug." + "reason": "Quantized model save/load breakage is unrelated to continue_final_message behavior." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Nonsensical SigLIP2 outputs are not the same as `ModelOutput` key assignment when a previous key was `None`." + "reason": "Nonsensical model outputs are not the same bug as ModelOutput key assignment with None." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer special-tokens conflict is unrelated to gguf loading failures for AutoTokenizer/AutoModel." + "reason": "Tokenizer method-name conflict is unrelated to gguf_file loading failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a v5 loading break and the other is a weight-shape mismatch; not the same fix." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 init IndexError is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Extra state handling in save/from_pretrained is a different problem than unwrapping `text_config` in composite Qwen configs." + "reason": "extra_state save/load handling and composite config unwrapping are separate code paths." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are different failures." - }, - { - "left": "issue:43596", - "right": "issue:44683", - "accept": false, - "reason": "DeepSpeed ZeRO-3 init `IndexError` is unrelated to compiled flex_attention incompatibility." + "reason": "CamemBERT prediction regression and tokenizer loading failure are different model-specific bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer load issues, but one is a generic tokenizer failure and the other is a Mistral regex patch crash; different root causes." + "reason": "Different tokenizer failures: est-roberta loading vs Mistral regex patching." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Training memory inefficiency on Qwen3 MoE is not the same as disabling mmap on Strix Halo to avoid OOM." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "Save/load `extra_state` handling is unrelated to video input regressions in Qwen VL models." + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language return issue and CamemBERT MLM prediction regression are unrelated." + "reason": "Whisper pipeline regression and CamemBERT masked-LM regression are unrelated." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Both mention device/offload, but XLNet CPU arange placement and Qwen3_5MoE rotary embedding offload are separate code paths." + "reason": "extra_state serialization is unrelated to the Qwen VL video regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer loading failures for different models; no evidence they share the same underlying patch." + "reason": "sleng-bert loading failure is unrelated to the Mistral tokenizer backend-tokenizer crash." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to the `_is_hf_initialized` v5 flag regression." + "reason": "Both mention device/offload behavior, but they affect different models and different mechanisms." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping/model-addition logic is unrelated to flex_attention compilation failures." + "reason": "TOKENIZER_MAPPING_NAMES handling is unrelated to flex_attention compilation." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but for different models and likely different causes; not mergeable as one bug." + "reason": "Two separate model-loading regressions with different models and failure modes." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with `base_model_prefix` and the other is non-persistent buffer initialization; distinct bugs." + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to Whisper pipeline `return_language` behavior." + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and a template compilation TypeError do not share an underlying fix." + "reason": "Image preprocessor/model dtype mismatch is unrelated to the template-node compilation error." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are different model-specific issues." + "reason": "Inconsistent CLIP structure and Sam3Model text-encoder loading are different model-specific regressions." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to tokenizer backend post-processor updates." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup failure is unrelated to compile-time non-template node errors." - }, - { - "left": "issue:44683", - "right": "issue:44661", - "accept": false, - "reason": "Flex attention compilation on torch>=2.9 and `add-new-model-like` tokenizer mapping failure are unrelated." + "reason": "Perplexity results on gpt-oss are unrelated to runtime special-token post-processor updates." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "These are different model-loading failures; shared version context is not enough to merge." + "reason": "Tokenizer method conflict and Qwen3 MoE FP8 config failure are unrelated." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43643", + "right": "issue:44530", "accept": false, - "reason": "Shared v5 context only; the failure modes and code paths differ." + "reason": "AutoConfig trust_remote_code field loss is unrelated to the PagedAttentionCache linear_attention crash." } ] }, @@ -2930,7 +2852,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 9, "review_unit_count": 53, "status": "reviewed", @@ -2998,26 +2920,26 @@ "issue:42915|issue:44530", "issue:44811|issue:45584", "issue:43644|issue:43646", - "issue:44206|issue:44220", "issue:43452|issue:43482", + "issue:44206|issue:44220", "issue:43883|issue:44488", - "issue:36032|issue:43645", "issue:43317|issue:43482", - "issue:44464|issue:45987", + "issue:36032|issue:43645", "issue:45084|issue:45507", "issue:44987|issue:44991", "issue:44849|issue:45325", + "issue:44464|issue:45987", "issue:43746|issue:46326", "issue:43262|issue:43377", "issue:43645|issue:44534", "issue:43646|issue:44534", "issue:44403|issue:45081", "issue:43404|issue:44466", - "issue:43883|issue:44991", "issue:42915|issue:45084", - "issue:43089|issue:45987", + "issue:43883|issue:44991", "issue:43994|issue:44610", "issue:43322|issue:43540", + "issue:43089|issue:45987", "issue:43377|issue:43819", "issue:44451|issue:45081", "issue:44987|issue:45081", @@ -3026,258 +2948,261 @@ "issue:42915|issue:44291", "issue:44220|issue:44683" ], - "prepared_review_unit_hash": "243551020d5c6ff16764e75c7ba540c4340c8f1b8e7f5eb02b0a44d3763f3205", + "prepared_review_unit_hash": "49a696d3e9103c66670ef10f03449f309ac8023a3b089fab2f3c2660b3a1abc1", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38323, - "estimated_input_tokens": 9581, - "estimated_eval_tokens": 19418 + "serialized_chars": 38325, + "estimated_input_tokens": 9582, + "estimated_eval_tokens": 19420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions across loading, multimodal, audio, generation, and custom-model paths. I did not find a clear duplicate pair with enough evidence to merge.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster; if one must be chosen, issue 43646 is the broadest v5 regression around custom model initialization.", + "summary": "Most items in this cluster are unrelated model- or backend-specific issues. The only clear duplicate-style pairs are the GGUF loading regressions and the audio feature-extraction crash pair; the rest are too broad or too different to merge safely.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43644 is the broadest, clearest regression report here: it names the v5 behavior change, states a concrete symptom, and points at a likely shared initialization/code-path problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most general and representative of the recurring v5 custom-model/init regressions in this set.", + "best_issue_reason": "issue:43644 is a strong standalone triage anchor because it is version-specific, symptom-focused, and describes a reproducible regression rather than a model-specific one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Unrelated bugs: trainer token-count tracking vs multimodal fine-tuning failure." + "reason": "Different subsystems: TrainerState token accounting vs multimodal iterable-dataset failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but for different models and likely different underlying causes." + "reason": "Both are load failures, but for different models and likely different root causes." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different code paths: torch dynamo grouped_mm tracing vs template compilation error." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template compilation failure." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different areas: iterable-dataset multimodal finetuning vs tokenizer continue_final_message behavior." + "reason": "Multimodal dataset loading and mistral_common tokenizer chat-template handling are different bugs." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend packaging, but one is torch extras and the other is tensorflow_text backend registration." + "reason": "One is missing tensorflow in an extra install, the other is a backend-mapping error for tensorflow_text." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different failures in different Qwen model families and different runtime components." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are different code paths." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper-related, but one is batch_decode skipping special tokens and the other is empty-transcription generation after alignment." + "reason": "Both involve Whisper tokens, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 init regressions, but one is non-persistent buffer corruption and the other is custom model initialization; not clearly the same bug." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both audio-feature extraction related, but the titles point to different concrete failures." + "reason": "Both are v5 regressions, but one is junk non-persistent buffers and the other is custom model initialization; not clearly the same bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both involve GGUF loading, but one is a from_pretrained/gguf_file API break and the other is a specific Qwen2.5-GGUF regression." + "accept": true, + "reason": "Both report GGUF loading failures in transformers v5, with one being the general API path and the other a specific model manifestation of the same loader problem." }, { - "left": "issue:43883", - "right": "issue:44488", - "accept": false, - "reason": "Completely different problems: missing tied-weights metadata vs model loading failure for a specific checkpoint." + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These point to the same audio feature-extraction path: the unsupported center arg and the _torch_extract_fbank_features() issue look like one underlying crash." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer method conflict vs custom model initialization in notebooks." + "reason": "Missing tied-weights metadata and inability to load a specific model are not the same issue." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading problems: device_map/offload dequantization vs GGUF/v5 model loading." + "reason": "Device-map dequantized offload failure is unrelated to GGUF tokenizer/model loading." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both generation/cache-adjacent, but one is compiled-forward chunked generation inconsistency and the other is a return-type contract bug." + "reason": "Tokenizer attribute conflict and custom model initialization regression are different failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different issues entirely: template-node compilation vs GraniteMoEHybrid invalid method call." + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are not the same concrete bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-gated loading failures, but they affect different models and likely different loaders." + "reason": "Different models and different failure points: model loading vs tokenizer loading." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen variants and different bugs: hidden-states output vs rope-index scaling." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL RoPE indexing bug are separate model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type contract are unrelated." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT checkpoint loading vs tokenizer continue_final_message logic; no shared bug." + "reason": "PEFT checkpoint loading and mistral_common continue_final_message behavior are different areas." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI encoder padding-mask mismatch." + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions around model initialization, but the symptoms are different and not clearly one code-path bug." + "reason": "Custom model init in notebooks and non-persistent-buffer junk are not the same underlying bug." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage vs non-persistent buffer junk; related theme, but not the same concrete defect." + "reason": "Custom model initialization regression and junk non-persistent buffers are different symptoms and code paths." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs Mistral regex patch crash; unrelated." + "reason": "Logging noise during loading and a tokenizer regex patch crash are not duplicates." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is an untied model class and the other is device-dependent serialization inconsistency." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Unrelated: missing all_tied_weights_keys vs tokenizer loading regression for a specific model." + "reason": "lm_head tying missing in one model class and device-dependent serialization inconsistency are related conceptually but not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Different model/runtime failures; no shared code path." + "reason": "FP8 configuration failure and template compilation failure are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Generation performance overhead vs cache length return-type bug." + "reason": "Missing all_tied_weights_keys and tokenizer loading failure are different issues." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different modalities and components: image/text model output quality vs processor image-size mismatch." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different model/processor problems." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both multimodal, but one is a segmentation fault on Llava Next load and the other is a video-input ValueError in Qwen3OmniMoe." + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal loading errors." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache seq-length type bug are different concerns." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio model bugs: MIMI padding-mask mismatch vs DAC from_latents/forward mismatch." + "reason": "MIMI padding-mask mismatch and DAC STE mismatch are separate numerical correctness bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures; no evidence they share the same loader bug." + "reason": "General model-load failure for one checkpoint and Mistral regex patch crash are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failures in different tokenizer/model paths; not the same underlying bug." + "reason": "Loading a specific model checkpoint and fixing Mistral regex tokenization are different code paths." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export export failure vs processor output-size mismatch; unrelated." + "reason": "torch.export export failure with torch_compilable_check is unrelated to image processor size mismatch." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading regression vs slow convert_tokens_to_ids performance regression; different defects." + "reason": "Tokenizer load regression and slow convert_tokens_to_ids regression are different tokenizer bugs." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different bugs and different triggers: FineGrainedFP8Config vs init_empty_weights/_is_hf_initialized handling." + "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument error are unrelated." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio fbank feature extraction issue vs compiled flex_attention failure; unrelated." + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are separate failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet and the two accepted pairings are plausibly the same underlying bugfixes rather than overreaching merges. The rejected pairs are also framed conservatively. One minor note: the canonical-issue rationale for issue:43644 leans a bit on an inferred shared initialization/code-path problem, so keeping that wording tentative would be safest, but it does not rise to a rejection." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 10, "review_unit_count": 53, "status": "reviewed", @@ -3340,9 +3265,9 @@ "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:42915|issue:44589", - "issue:43632|issue:44756", "issue:46209|issue:46326", "issue:44479|issue:45325", + "issue:43632|issue:44756", "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:43404|issue:45127", @@ -3352,236 +3277,239 @@ "issue:43425|issue:44403", "issue:40990|issue:44811", "issue:43792|issue:44589", + "issue:44403|issue:44991", "issue:43632|issue:44534", "issue:44079|issue:45663", - "issue:44403|issue:44991", "issue:33666|issue:40444", - "issue:43421|issue:44568", "issue:44683|issue:45020", + "issue:43421|issue:44568", "issue:43381|issue:45923", "issue:44291|issue:44589", "issue:35707|issue:40444", - "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:44829|issue:45479", + "issue:44462|issue:45812", "issue:43482|issue:43525" ], - "prepared_review_unit_hash": "87b9bb80960ab254c0b4a4c09696543f80dbb9cdeea242217155a600efa7a50c", + "prepared_review_unit_hash": "cb75b7b84044a4abd7f605656ec179d094b2455ffd00bdd682d0780994bab408", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35809, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct loading/regression bugs that only share broad transformer-version or model-family similarity. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45020 is the broadest cluster anchor: it describes recent-transformers breakage across models using remote_code, which is the closest high-level umbrella among these otherwise model-specific reports.", + "summary": "Most pairs are unrelated issues that only share a broad subsystem or version-regression theme. I would only merge the clearly same Qwen3.5 save_pretrained regression, and the closely matching Qwen2.5-VL/Qwen3 video-position regression. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest issue anchor here: it has multiple inbound references, a concrete regression description, and broad impact across Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it captures the widest symptom pattern in the set; however, the cluster is still too diverse for duplicate consolidation.", + "best_issue_reason": "issue:45020 is the best global tracker candidate because it is the broadest umbrella for recent transformers regressions affecting remote_code models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one is about incorrect checkpoint contents generally and the other specifically about visual encoder key saving; related, not the same bug." + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family: both report incorrect checkpoint saving/keys after newer transformers versions." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different tokenizer/model-load failures: T5 tokenizer method-name conflict versus a MobileLLM key error." + "reason": "Different failures and model families: T5 tokenizer method conflict vs MobileLLM load key error." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Both mention loading problems, but the first is an AddedToken special-argument error while the second is a recent-version model load failure for a specific repo." + "reason": "Both are tokenizer-load errors, but they affect different models and the reported failure modes are not the same bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Both involve fp8-related failures, but one is Qwen3MoE with FineGrainedFP8Config and the other is a missing Float8 storage object; different code paths." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "Transformers v5 internal flag breakage versus mmap OOM on Strix Halo; unrelated symptoms and fixes." + "reason": "FP8-related only at a high level; one is a model/config failure, the other is a Torch storage-type lookup error." }, { "left": "issue:46209", "right": "issue:46326", "accept": false, - "reason": "FP8 inference on B200 and continue_final_message behavior are unrelated problems." + "reason": "Completely different code paths: FP8 inference on B200 vs tokenizer continue_final_message behavior." }, { "left": "issue:44479", "right": "issue:45325", + "accept": true, + "reason": "Likely the same Qwen-VL temporal-position/rope-index regression underlying video and still-image handling in 5.3.0." + }, + { + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both are Qwen2.5-VL/video-related regressions, but one is a broad v5.3 video-input issue and the other is a rope-index scaling bug for still-image positions." + "reason": "Unrelated problems: _is_hf_initialized regression vs mmap/OOM on Strix Halo." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer load conflict versus Qwen3 auto device-map cudaErrorAssert; no shared underlying bug." + "reason": "Different model and symptom: T5 tokenizer load bug vs Qwen3 auto-device-map CUDA assert." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE and strict config loading for granite_speech are different issues." + "reason": "Both mention model configs, but one is a Qwen3-MoE sliding_window issue and the other is Granite Speech strict-config loading." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "One is a missing lm_head weight tie in Mistral3 image-text generation, the other is LoRA merge collapse with extended vocab; different mechanisms." + "reason": "Both touch tied weights, but one is a missing lm_head tie in Mistral3ForConditionalGeneration and the other is LoRA-merge collapse with extended vocab." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug are unrelated." + "reason": "Different areas and failures: PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image fine-tuning failure is not the same as the Qwen2.5-VL rope-index scaling regression." + "reason": "Both are Qwen-VL-related, but iterable-dataset multi-image finetuning is not the same bug as rope-index temporal scaling." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffers getting junk values." + "reason": "Different regressions: base_model_prefix loading breakage vs non-persistent buffer initialization junk." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility and loading noise are not the same bug." + "reason": "Torch version incompatibility is unrelated to the transformer-loading noise issue." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Extremely high perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Unrelated model/evaluation problems: perplexity on gpt-oss-20b vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model execution failure versus missing Float8 storage object; different failure modes." + "reason": "Different failure surfaces: Whisper runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a tokenizer-loading regression for a specific model." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one concerns _is_hf_initialized and the other buffer initialization; not duplicate." + "reason": "Different v5 regressions affecting separate initialization paths." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key handling and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Loading noise and tokenizer-loading failure for est-roberta are different bugs." + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states construction." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but one is multi-GPU training and the other is multi-image iterable dataset finetuning; not the same underlying issue." + "reason": "Both are Qwen-VL training topics, but multi-GPU training and iterable-dataset multi-image finetuning are different problems." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Runtime special-token post-processor updates and BOS/EOS not being added on add_special_tokens=True are tokenizer bugs, but they are distinct behaviors and fixes." + "reason": "Compiled flex_attention on torch>=2.9 is a different issue than remote_code model loading regressions." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a torch/kernel compatibility issue, not the remote_code loading regression." + "reason": "Both involve special tokens, but one is runtime post-processor sync and the other is add_special_tokens not adding BOS/EOS for mdeberta." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing in eval mode and missing supports_gradient_checkpointing on a trust_remote_code model are related only superficially." + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and missing Float8 storage object are separate transformer-v5 failures." + "reason": "Different low-level breakages: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image iterable finetuning." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer.json being ignored and Granite models getting wrong token IDs are connected only at a high level; they are not the same bug." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are different tokenizer/loading problems." + "reason": "Qwen2.5-GGUF loading under transformers v5 and CLIPTokenizer model_max_length are different tokenizer/model issues." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention-3 training degeneration and single_label_classification zero-loss are both training regressions, but they affect different code paths." + "reason": "Different training bugs: flash_attention_3 degenerate training vs zero-loss classification with num_labels=1." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other produces wrong Granite token IDs; not the same concrete bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are unrelated configuration/loading issues." + "reason": "GGUF loading failure and missing pad_token_id are unrelated compatibility errors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45020 is a reasonable broad tracker, 45812 is the strongest anchor by inbound refs and concrete Granite regression, and the rejected pairs are mostly conservative and model/symptom-specific. The two accepted pairs are also plausibly mergeable within the same bugfix family: the Qwen3.5 save_pretrained regressions, and the Qwen-VL temporal/rope-index regression affecting video vs still-image handling. No PRs are present, so the issue-pair focus is appropriate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 11, "review_unit_count": 53, "status": "reviewed", @@ -3642,23 +3570,23 @@ "soft_pairs": [ "issue:43317|issue:43856", "issue:42175|issue:45542", - "issue:43818|issue:46402", "issue:41553|issue:43582", + "issue:43818|issue:46402", "issue:44079|issue:44534", "issue:43818|issue:45357", "issue:43531|issue:44291", "issue:41720|issue:45081", "issue:43377|issue:45491", - "issue:43644|issue:44079", "issue:40444|issue:45381", "issue:44265|issue:45072", + "issue:43644|issue:44079", "issue:43749|issue:44079", "issue:43611|issue:43646", "issue:45325|issue:45381", "issue:42175|issue:43296", "issue:43792|issue:43957", - "issue:43632|issue:45072", "issue:43994|issue:44898", + "issue:43632|issue:45072", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", @@ -3670,20 +3598,20 @@ "issue:43606|issue:44265", "issue:43262|issue:43746" ], - "prepared_review_unit_hash": "1ab9eefd3714af22a32703d336c1b602266364855862cdd719fab187abb645fa", + "prepared_review_unit_hash": "6078f8aa508ee727bfbf8c6b526ab0c0002ec7cc83fde162e383d9bd86b78772", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35892, + "serialized_chars": 35891, "estimated_input_tokens": 8973, "estimated_eval_tokens": 18202 }, @@ -3692,200 +3620,203 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a semantic near-match set, not a true duplicate set: a few items overlap around Transformers v5 loading/initialization regressions and Qwen2.5-VL video/position-id issues, but the individual bugs are materially different. I would not merge any of the soft edges.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43611 is the broadest and most representative anchor in the cluster: a clear Transformers v5 model-loading regression. It sits near several other v5 init/load complaints, even though the cluster overall is too heterogeneous to treat as one duplicate set.", + "summary": "This is mostly a noisy bundle of unrelated closed issues (model loading, quantization/offload, backend packaging, and several v5 regressions). The only pair that looks like a true duplicate is the Qwen2.5-VL position-id regression; the rest are similar only at a broad subsystem level.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45325 is the most specific/root-cause report in the only plausible duplicate pair: it names the shared Qwen2.5-VL temporal position-id bug in `get_rope_index` under transformers 5.3.0.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single representative because it is concrete, broadly scoped, and central to the largest thematic slice of the cluster (v5 loading/init breakages).", + "best_issue_reason": "issue:45325 is the best representative of the closest duplicate subtopic because it pinpoints a concrete code path and regression version, while most other items are adjacent but distinct bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Different problems: device-map/offload loading failure vs Qwen3 MoE training memory usage." + "reason": "Different bugs: dequantized model loading/offload failure vs Qwen3 MoE training memory usage." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TensorFlow/backend packaging, but one is missing TF in the torch extra while the other is an undefined tf backend from tensorboard-only installation." + "reason": "Both involve TF/backend packaging, but one is missing TensorFlow in the torch extra and the other is a tensorboard-only backend error; not the same concrete bug." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Unrelated multimodal model bugs: Video-LLaVA visual tower vs Sam3Model text encoder weight loading." + "reason": "Unrelated: tokenizer loading error for Voxtral vs an Apple Silicon `caching_allocator_warmup` TypeError." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Completely different domains: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Different model-specific loading bugs: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loaded." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "One is ModelOutput key assignment, the other is non-persistent buffer initialization in v5; not the same bug." + "reason": "Different code paths: `ModelOutput` key assignment vs non-persistent buffer serialization in v5." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both touch vision models, but one is Video-LLaVA tower/weights and the other is Qwen3.5 save_pretrained key serialization." + "reason": "Both are multimodal vision issues, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 save_pretrained key serialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Both are v5-related, but sliding-window Qwen3-MoE behavior and init_empty_weights argument handling are distinct bugs." + "reason": "Both are v5 regressions around loading/init, but the concrete failures differ: sliding-window handling vs unexpected `_is_hf_initialized` arg." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "No underlying overlap: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Unrelated: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crashing." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding behavior, but they affect different models and different failure modes." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Different regressions: buffer serialization/initialization vs ModelOutput key bookkeeping." + "reason": "Both are sequence/batching bugs, but they affect different models and mechanisms: missing padding masks vs sliding-window NaNs." }, { "left": "issue:40444", "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL vision issues, but one is finetuning with multiple images and the other is video vision_position_ids." + "accept": true, + "reason": "Likely the same Qwen2.5-VL positional-encoding regression: both describe broken image/video position IDs in the multimodal vision path." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "No common bug path: torch.export/exportability vs bfloat16 dtype mismatch in inference." + "reason": "Different failures: `torch.export` incompatibility with `torch_compilable_check` vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Related to v5 internals, but one is `_is_hf_initialized`/buffer state and the other is `ModelOutput` key handling." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading is unrelated to ModelOutput key assignment." + "reason": "Different bugs: FSDP CPU RAM efficient loading vs `ModelOutput` key assignment." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one targets base_model_prefix loading and the other custom model initialization; too broad to call duplicates." + "reason": "Both are v5 loading/init regressions, but one is `base_model_prefix` loading and the other is custom model initialization; not the same concrete bug." }, { "left": "issue:45325", "right": "issue:45381", - "accept": false, - "reason": "Adjacent Qwen2.5-VL position-id regressions, but one is still-image temporal scaling and the other is video input vision_position_ids." + "accept": true, + "reason": "Strong duplicate candidate: both point to Qwen2.5-VL temporal/vision position-id handling being wrong in v5.3.0." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend issue vs a specific PaddleOCR-VL load failure in vLLM; not the same bug." + "reason": "Both touch backend/model loading areas, but one is install-time TF backend packaging and the other is vLLM loading PaddleOCR-VL." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device model loading breakage are unrelated." + "reason": "Different model-loading failures: Whisper runtime failure vs `torch.device('meta')` model-loading regression." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Different code paths: _is_hf_initialized flag breakage vs dtype mismatches during bfloat16 inference." + "reason": "Both are vision model issues, but one is SigLIP2 inference quality and the other is Perceiver interpolation failure." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Both are vision-model inference issues, but they involve different architectures and different root causes." + "reason": "Distinct issues: `_is_hf_initialized` regression vs inference dtype mismatch." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal indexing/positioning style bugs, but on different models with different symptoms and likely different fixes." + "reason": "Different Qwen2.5-VL/Kosmos2.5 bugs: temporal position IDs vs OCR long-input index error." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a load/tie failure in AyaVision and the other is device-dependent serialization inconsistency." + "reason": "Both involve tied LM head weights, but one is a loading/tie failure and the other is inconsistent serialization by device; not clearly the same bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 config failure vs Qwen2.5-GGUF loading under transformers v5." + "reason": "Unrelated model-specific failures: Qwen3Moe fine-grained FP8 vs Qwen2.5-GGUF loading under transformers v5." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Different regressions: checkpoint key mismatch on resume vs Qwen2.5-VL position-id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading regressions, but one is init_empty_weights argument handling and the other is strict config validation for granite_speech." + "reason": "Related only at a high level of initialization/config strictness; one is `_is_hf_initialized` in `init_empty_weights`, the other is strict config loading for granite_speech." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device_map offload mismatch are unrelated." + "reason": "Both are model/device regressions, but one is Qwen VL video-input behavior and the other is Gemma4 PLE device mismatch." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization changes across versions." + "reason": "Too broad: quantization offloading behavior vs tokenization changes across transformers versions." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers version incompatibility are not the same underlying bug." + "reason": "Different compatibility issues: PaddleOCR-VL load failure in vLLM vs torch 2.4.1/transformers 5.8.0 incompatibility." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch and torch.export exportability are different failure modes." + "reason": "Different bug classes: CPU offload device mismatch for a model vs `torch.export` failures with `torch_compilable_check`." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio processor sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Related to loading/processor behavior, but one is audio chat-template sampling rate and the other is PEFT adapter checkpoint loading." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted Qwen2.5-VL pairs are reasonably supported by the issue titles/body themes, and the rejected soft edges are mostly cautious distinctions between related but non-identical bugs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 12, "review_unit_count": 53, "status": "reviewed", @@ -3921,6 +3852,7 @@ "issue:43883", "issue:44186", "issue:44265", + "issue:44387", "issue:44466", "issue:44488", "issue:44534", @@ -3933,7 +3865,7 @@ "issue:45325", "issue:45357", "issue:45584", - "issue:45701", + "issue:45704", "issue:45759", "issue:45823", "issue:45920", @@ -3972,210 +3904,217 @@ "issue:41720|issue:44977", "issue:44466|issue:45357", "issue:43526|issue:43883", - "issue:40990|issue:45701" + "issue:44387|issue:45704", + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "527a6a29d1ee542da8bafe66e76dc3fbd33db5b67e53f14018ccbc6c08e8def1", + "prepared_review_unit_hash": "032ac03698ecd5919230867907949a0bf0e3b57d83fdbe894be458d1b05b1599", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35932, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36856, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose mix of mostly unrelated Transformers bugs and regressions. A few are superficially similar (tokenizer/version regressions, device/offload failures, multimodal loading issues), but none of the soft pairs look like the same underlying defect well enough to merge.", - "confidence": 0.19, - "canonical_issue_reason": "issue:45701 is the broadest umbrella report in the set: it frames a version-wide tokenization regression with multiple inbound references and can represent the general tokenizer breakage theme better than narrower model-specific reports.", + "summary": "These are mostly unrelated, model-specific bug reports rather than true duplicates. A few pairs share broad themes like offloading, loading, or tokenizer regressions, but the concrete failure modes differ. No PRs are present, so the best anchor is a broad issue in the offloading/quantization area.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43873 is the broadest representative of the small offloading/quantization subtheme and is open with strong discussion/references, making it the best cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most actionable standalone bug report: it names concrete affected models, a clear regression, and has enough scope to be a useful reference for tokenization correctness issues.", + "best_issue_reason": "issue:43873 is the most general and reusable issue in the set; it can plausibly subsume nearby device-map/offload complaints better than the narrowly-scoped model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Both mention generation quality, but one is perplexity on GPT-OSS and the other is empty-transcription Whisper failure; different models and code paths." + "reason": "Different models and different symptoms: perplexity regression vs Whisper empty-transcription generation failure." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset failure is audio-processing specific, while the other is a generation bug with inputs_embeds/past_key_values; no shared underlying defect." + "reason": "Unrelated areas: Bark voice preset processing vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both concern tokenizer behavior after v5, but one is mdeberta BOS/EOS insertion and the other is wrong token IDs across several models; likely separate tokenizer regressions." + "reason": "Both tokenizer-related, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across many models; different bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with cached embeddings is unrelated to Qwen3 auto device-mapping cuda assert; different subsystems and symptoms." + "reason": "Generation-cache behavior is unrelated to Qwen3 auto device-mapping cuda assertions." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to torch.export failures around torch_compilable_check." + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures from torch_compilable_check." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-map/forward failures, but one is a Qwen3 cuda assert and the other is a Gemma4 PLE mismatch; not the same bug." + "reason": "Both involve device_map=\"auto\", but the concrete failures are different models and different device-mismatch/assertion paths." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are device/offload-related, but Bark CPU offload mismatch and DAC missing STE behavior are different model-specific issues." + "reason": "Both mention model behavior issues, but CPU offload device mismatch is unrelated to DAC.from_latents / missing STE." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision tied-weights garbage text and Bamba torch.compile/SDPA failure are distinct model implementation problems." + "reason": "Weight-tying/generation garbage issue is unrelated to a torch.compile SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failure are unrelated examples of different workflows." + "reason": "Documentation example/model-processor mismatch is unrelated to fine-tuning failures with multiple images per prompt." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b loading failure and sleng-bert tokenizer loading failure are separate model/load paths with no clear common root cause." + "reason": "Two loading failures, but they affect different models and likely different root causes." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "One is a MoonshineStreaming sliding-window off-by-one bug, the other is slow convert_tokens_to_ids performance; different failure modes." + "reason": "Sliding-window off-by-one is unrelated to tokenizer conversion performance regression." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batch-vs-single padding-mask inconsistency is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "AyaVision weight tying and SwitchTransformers/TimmWrapper dtype mismatches are separate model correctness issues." + "reason": "Weight tying / garbage text generation is not the same bug as dtype mismatches in bfloat16 inference." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MOE accelerate+deepspeed weight conversion and Nemotron gradient-checkpointing flag are unrelated configuration/load issues." + "reason": "MoE weight conversion on accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx missing and Qwen 3.5/3.6 from_config text_config unwrapping are different config-layer bugs." + "reason": "Config pad_token_idx regression is unrelated to from_config text_config unwrapping for composite multimodal models." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Device-map dequantized-model offload failure and generic offloading-with-quantization report are too broad and lack a concrete shared code path." + "reason": "Both are offloading-related, but one is dequantized-model loading on gpu+cpu offload and the other is a broad quantization-offloading complaint; not clearly the same concrete defect." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on GPT-OSS and gradient-checkpointing ineffective with LoRA are unrelated training/inference problems." + "reason": "Perplexity regression is unrelated to gradient-checkpointing ineffectiveness." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder padding mask bug and Perceiver non-default-resolution failure are distinct vision/audio model issues." + "reason": "Both are vision-model bugs, but one is batching/padding-mask correctness and the other is non-default-resolution interpolation failure." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segfault on load and sinq quantized save/load breakage are not the same failure, even though both involve model loading." + "reason": "Segmentation fault while loading Llava Next is unrelated to quantized model save/load corruption." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision tied weights and BitNet packed-weight unpacking during accelerate loading are different implementation defects." + "reason": "lm_head weight tying/generation issue is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:45325", "right": "issue:46315", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and tokenizer conversion performance regression are unrelated." + "reason": "Qwen2.5-VL rope/position-id bug is unrelated to tokenizer conversion slowdown." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Llava Next segmentation fault are different model-loading failures." + "reason": "Different model-loading failures with different error modes; no shared concrete bug path." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading breakage and non-persistent buffer junk in v5 are not the same bug." + "reason": "FSDP CPU RAM efficient loading is not the same as non-persistent buffer initialization junk." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Both are version-dependent loading failures, but one is tokenizer loading for a specific model and the other is kernels import requiring revision/version; different root causes." + "reason": "Tokenizer loading regression is unrelated to evaluate importing kernels with missing version/revision." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are unrelated errors." + "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 failure are unrelated." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 cuda assert on A800 and Qwen3.5 flash-attention generation issues are separate inference paths and symptoms." + "reason": "Both mention Qwen3, but auto device-mapping cuda asserts and flash-attention generation issues are different code paths." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both involve save/load serialization around multimodal weights, but one is general lm_head tied-weight serialization and the other is Qwen3.5 visual encoder keys; not clearly the same defect." + "reason": "Both touch saving/serialization, but tied lm_head serialization and visual encoder key saving are different defects." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and Molmo tied-weights attribute error are unrelated image processor vs model attribute bugs." + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute error." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "GPT-OSS perplexity and broad tokenization changes are too different to treat as one underlying bug." + "reason": "Memory/OOM symptoms are too broad here; int4 reserved-memory growth and apex FusedRMSNorm leak are different causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure are different subsystems and root causes." } ] }, @@ -4189,7 +4128,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 13, "review_unit_count": 53, "status": "reviewed", @@ -4201,6 +4140,7 @@ "nodes": [ "issue:36010", "issue:36331", + "issue:40990", "issue:41720", "issue:42175", "issue:42617", @@ -4221,10 +4161,9 @@ "issue:43708", "issue:43720", "issue:43873", - "issue:43881", "issue:44008", "issue:44186", - "issue:44387", + "issue:44361", "issue:44423", "issue:44610", "issue:44671", @@ -4242,27 +4181,25 @@ "issue:45632", "issue:45684", "issue:45701", - "issue:45704", "issue:45812", "issue:45823", "issue:46291", "issue:46402" ], "soft_pairs": [ - "issue:44387|issue:45704", - "issue:43881|issue:44991", + "issue:40990|issue:45701", "issue:36331|issue:42617", "issue:43065|issue:46402", - "issue:44186|issue:45072", "issue:44877|issue:44991", - "issue:43577|issue:43708", + "issue:44186|issue:45072", "issue:36331|issue:42915", "issue:43450|issue:45701", - "issue:44008|issue:45823", + "issue:43577|issue:43708", "issue:43873|issue:44756", + "issue:44008|issue:45823", "issue:43550|issue:43720", - "issue:43404|issue:45357", "issue:42175|issue:46291", + "issue:43404|issue:45357", "issue:41720|issue:42617", "issue:44423|issue:45406", "issue:43550|issue:43606", @@ -4276,236 +4213,213 @@ "issue:41720|issue:45161", "issue:43525|issue:46291", "issue:43531|issue:43572", - "issue:45081|issue:45812", "issue:44671|issue:44743", - "issue:43316|issue:44913" + "issue:45081|issue:45812", + "issue:43316|issue:44913", + "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "1013963e773c095d7dc1d6de61d4455a0bed46a6987c5a331f28966cbdc4b89c", + "prepared_review_unit_hash": "f1f50094f188d24758763b8d32d647a5eeaa1844214a20c4c7c91799c0149891", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No genuine duplicate cluster emerges here: the soft pairs mostly connect unrelated model-, tokenizer-, trainer-, and serving-specific bugs that only share broad subsystem words like quantization, offloading, or tokenization.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43873 is the broadest and most connected issue in this set (quantization/offloading with inbound references), so it is the best anchor if a single issue must represent the cluster.", + "summary": "The cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the broadest, highest-signal bug report in the set, with active discussion and inbound references, making it a reasonable representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global representative because it is active, broadly scoped, and externally referenced; the other issues are narrower point failures.", + "best_issue_reason": "issue:43873 has the strongest combination of impact, specificity, and discussion activity among the issues shown, so it is the best single issue representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both are memory-related, but one is int4 quantization OOM and the other is a T5 apex RMSNorm leak; different code paths and root causes." - }, - { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Different models and failures: glm-4v-9b loading vs est-roberta tokenizer loading." + "reason": "Different problems: perplexity quality regression vs tokenizer/version-dependent tokenization drift; no shared code-path bug." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss kwarg error is unrelated to a 3d_parallel.py runtime failure." + "reason": "Trainer compute_loss signature regression and 3d_parallel.py execution failure are unrelated." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same model family, but dummy Conv2d in Sam3PixelDecoder and missing text encoder weights are distinct bugs." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading; different fixes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Config strictness for granite_speech is unrelated to est-roberta tokenizer loading." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Blip2 dtype propagation and Trainer resume/max_steps logic are separate issues." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in model inference." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected compute_loss kwarg and Qwen3Moe FP8 failure are unrelated." + "reason": "Unexpected trainer keyword argument and Qwen3MoE FP8 failure are different bug classes." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + "reason": "Video processor batching shape bug is unrelated to tokenization drift." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are Gemma-related, but one is a variable name collision in forward and the other is a device-map mismatch in a different model." + "reason": "Model dtype not propagating and checkpoint resume max_steps calculation are separate trainer/model-loading issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap OOM on Strix Halo; not the same bug." + "reason": "Quantized offloading behavior and Strix Halo mmap OOM are different underlying problems." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "torch.compile with SDPA and BitNet packed-weight loading are different concrete failures." + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device placement mismatch." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key saving are unrelated." + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct code paths." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Packaging/backend dependency selection and kernels version/revision requirements are different installation issues." + "reason": "Missing tensorflow backend in torch install and kernels import-version requirement are unrelated packaging issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral lm_head tying bug and Qwen3.5 save_pretrained key regression affect different models and mechanisms." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to running 3d_parallel.py." + "reason": "Qwen3 auto device mapping cuda assert and 3d_parallel.py startup failure are not the same bug." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serve, but continuous-batching multimodal crash and missing Gemma4Processor tokenizer are separate code paths." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different serve-side failures." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image size mismatches, but they are for different models and different failure mechanisms." + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver non-default-resolution failure are similar in theme but not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo resolution mismatch are unrelated." + "reason": "Tokenizer NER/batching crash and image processor resolution mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and version-dependent tokenization changes are not the same specific bug." + "reason": "Processor.tokenizer regression is unrelated to tokenization drift across versions." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FP8 config failure and dequantized model offload failure are distinct quantization/loading problems." + "reason": "Both involve loading/quantization, but one is FineGrainedFP8 failure on Qwen3Moe and the other is device_map auto offload for dequantized models; not the same bug." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation from save_pretrained are unrelated." + "reason": "Cache-path collision and read-only permission propagation are separate save/load issues." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch incompatibility and kernels dependency-version enforcement are different dependency issues." + "reason": "Torch 2.10 incompatibility and kernels import version/revision requirement are unrelated dependency problems." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error is unrelated to 3d_parallel.py execution." + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are different issues." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both touch parallelism/device mapping, but one is an A800 CUDA assert and the other is a GPT-OSS TP issue; not the same bug." + "reason": "Qwen3 auto device mapping assert and GPT-OSS tensor-parallel-only issue are separate model-parallelism bugs." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id and kernels version/revision dependency errors are unrelated." + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels import failure." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Both mention missing padding-related config fields, but they affect different models and different attribute names." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral regex patch crash and Granite wrong token IDs are different tokenizer regressions." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config regressions." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Duplicate of offloading/memory theme only; the underlying problems differ enough that they should stay separate." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." }, { - "left": "issue:43295", - "right": "issue:44991", - "accept": false, - "reason": "Processor API regression and tokenizer loading failure are not the same underlying defect." - }, - { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:45081", + "right": "issue:45812", "accept": false, - "reason": "SDPA torch.compile failure and CPU-offload device mismatch are different model/runtime bugs." + "reason": "Mistral regex patch crash and Granite token ID regression are both tokenizer-related but not the same underlying defect." }, { - "left": "issue:44610", - "right": "issue:44186", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Image processor resolution bug and LayoutLMv2 tokenizer crash are unrelated." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are distinct config issues." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config bugs." + "reason": "LayoutLMv2Tokenizer NER crash and MLukeTokenizer AttributeError are different tokenizer bugs affecting different model families." } ] }, @@ -4519,7 +4433,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 14, "review_unit_count": 53, "status": "reviewed", @@ -4555,8 +4469,7 @@ "issue:43782", "issue:43873", "issue:43881", - "issue:44186", - "issue:44361", + "issue:44387", "issue:44451", "issue:44492", "issue:44509", @@ -4580,7 +4493,6 @@ ], "soft_pairs": [ "issue:43540|issue:43782", - "issue:44186|issue:44361", "issue:42915|issue:43322", "issue:43421|issue:45812", "issue:36331|issue:41720", @@ -4591,228 +4503,222 @@ "issue:30064|issue:34634", "issue:43550|issue:43653", "issue:43606|issue:43720", - "issue:43873|issue:45704", "issue:44530|issue:46291", - "issue:45406|issue:45464", + "issue:43873|issue:45704", "issue:41720|issue:43746", - "issue:43421|issue:45701", + "issue:45406|issue:45464", + "issue:44387|issue:45701", "issue:45357|issue:46402", "issue:43606|issue:43653", "issue:43531|issue:45759", - "issue:34634|issue:41720", "issue:44492|issue:44509", + "issue:34634|issue:41720", "issue:42490|issue:43329", "issue:34567|issue:35707", - "issue:44625|issue:45479", "issue:44451|issue:44991", - "issue:44514|issue:44545", - "issue:43531|issue:44589" + "issue:44625|issue:45479", + "issue:43531|issue:44589", + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "53c3f91fdce4fcc41534ea0747acace67b9de523390f8016a1a2c5fc4acd462c", + "prepared_review_unit_hash": "fa607b1b10a7e23ba6f7e3b0d34a910e12587426115453d34c8e422a3736fb55", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36222, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35379, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. There is one strong duplicate candidate: issues 44514 and 44545 share the same Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False title and appear to describe the same bug. The remaining pairs look like distinct issues in different models or code paths.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44545 is the best canonical issue for the close duplicate pair because it matches issue:44514 on the same title and has slightly more inbound references/discussion activity.", + "summary": "Almost all items are unrelated, model-specific bugs or regressions. The only clear duplicate pair is the Qwen2_5_VLProcessor apply_chat_template batched-input crash; the rest should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the earlier, more canonical report for the exact same Qwen2_5_VLProcessor batched-input crash when padding=False.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the strongest issue representative in this cluster because it is the only accepted duplicate pair and is a direct match for issue:44514.", + "best_issue_reason": "issue:44514 is the best issue to keep as the representative duplicate target: precise title, earlier filing, and a direct same-bug counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different models and failure modes: Qwen3OmniMoe video processing vs Qwen3VL from_pretrained weight_only loading." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer-related, but the concrete failures differ: LayoutLMv2 NER/batching vs MLuke task AttributeError." + "reason": "Different model paths and failure modes: video input processing vs from_pretrained weight_only loading error." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated loading failures: Qwen3Moe fine-grained FP8 config vs Llava Next segmentation fault." + "reason": "Unrelated bugs: FineGrainedFP8Config failure for Qwen3Moe vs Llava Next loading segfault." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizers, but one is runtime post-processor syncing and the other is a Granite token-ID regression." + "reason": "One is runtime post-processor sync in TokenizersBackend; the other is wrong token IDs for Granite models." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer loss-signature mismatch and Qwen3 auto device-map CUDA assert are unrelated bugs." + "reason": "Trainer API signature mismatch is unrelated to a Qwen3 auto device-mapping cudaErrorAssert." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different subsystems: BeitImageProcessorFast label reduction vs glm-4v model loading failure." + "reason": "Different subsystems and symptoms: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Different tokenizer issues: fast/slow inconsistency vs T5 add_special_tokens name conflict." + "reason": "General tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error in CLIP loading is distinct from progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Evaluation batching bug and SAM3 text/bounding-box behavior are different problems." + "reason": "Metric gathering bug is unrelated to SAM3 PCS behavior with text and bounding boxes." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Void segmentation map processing and BarkProcessor voice_preset are different processor bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile SDPA failure and BigBirdTokenizer special-token registration are different bugs." + "reason": "torch.compile/SDPA failure is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offload, but the underlying problems and models differ materially." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization offloading behavior and a T5 RMSNorm memory leak are unrelated." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate accelerate/loading issues." }, { "left": "issue:44530", "right": "issue:46291", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and kernels import/version validation are different code paths." + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels v0.15 import-version requirements." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failures are not the same bug." + "reason": "Quantization offloading behavior is not the same as T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 auto device-mapping cuda assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43421", + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different bugs." + }, + { + "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token/post-processor syncing is different from a broad tokenization-version regression." + "reason": "Int4 quantization OOM is not the same as a general version-dependent tokenization change." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different save/load propagation bugs: Qwen3.5 visual encoder keys vs Sam3Model text encoder weights." + "reason": "Incorrect save_pretrained visual encoder keys differs from missing text encoder weights on load." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer decode output from mask-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior and composite config unwrapping are distinct Qwen-related issues." + "reason": "Qwen3-MoE sliding_window behavior is different from unwrapping text_config in composite multimodal configs." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failure are unrelated." + "reason": "A typo in cache strategies is unrelated to docs still mentioning removed pipeline tasks." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "These are different documentation issues: a typo vs stale pipeline-task references." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different code paths." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning and multimodal token-counting video-branch bug are unrelated." + "reason": "Trailing-slash import warning is unrelated to the multimodal token-count video-branch undefined-variable bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting and progressive generation cache handling are different problems." + "reason": "TrainerState token counter update issue is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Cannot load one specific model in v5 is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "One is Qwen3.5 config propagation; the other is a general classification loss bug for num_labels=1." + "reason": "Qwen3.5 num_labels propagation is unrelated to the single-label classification zero-loss regression." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Both are tokenizer/model-loading regressions, but they affect different models and failure points." + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title and same reported Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; this looks like the same bug." - }, - { - "left": "issue:43531", - "right": "issue:44589", - "accept": false, - "reason": "Sliding-window Qwen3-MoE bug and Float8 storage lookup error are unrelated." + "reason": "Same processor, same crash, same condition: batched apply_chat_template with padding=False. These are clear duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge rejections are mostly conservative and grounded in the issue titles, but the cluster-level conclusion overstates the evidence. In the packet, 44514 and 44545 have identical titles, which supports a strong duplicate candidate, but the summary goes beyond the packet by claiming they are the \"only true duplicate pair\" and that 44545 has the \"most engagement.\" That is not well supported: several other issues have higher discussion_activity, and the packet does not establish that the two reports describe the exact same crash beyond the matching title. The canonical-issue rationale also adds subjective claims like \"clearer/cleaner report\" that are not grounded in the packet. Because the summary and confidence are too strong for the available evidence, I would reject this cluster result." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate pair in the provided data is issue:44514/issue:44545, which have identical titles, while the rest are plausibly distinct by subsystem and symptom. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4820,7 +4726,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 15, "review_unit_count": 53, "status": "reviewed", @@ -4881,13 +4787,13 @@ ], "soft_pairs": [ "issue:44898|issue:45072", - "issue:45759|issue:45859", "issue:44077|issue:44625", - "issue:43421|issue:43927", + "issue:45759|issue:45859", "issue:45588|issue:45759", "issue:44062|issue:44451", - "issue:44368|issue:45357", + "issue:43421|issue:43927", "issue:44987|issue:45042", + "issue:44368|issue:45357", "issue:44918|issue:44936", "issue:39692|issue:44610", "issue:43782|issue:45381", @@ -4896,246 +4802,243 @@ "issue:45704|issue:45923", "issue:43421|issue:43653", "issue:43381|issue:43844", - "issue:45663|issue:45923", "issue:45704|issue:45859", + "issue:45663|issue:45923", "issue:41720|issue:45704", "issue:43531|issue:43645", - "issue:43994|issue:44671", "issue:43421|issue:44186", + "issue:43994|issue:44671", "issue:43746|issue:43873", - "issue:45081|issue:45356", "issue:39692|issue:43873", + "issue:45081|issue:45356", "issue:43596|issue:44220", - "issue:43540|issue:46294", "issue:42915|issue:43746", + "issue:43540|issue:46294", "issue:45356|issue:45907", "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "56c6001ee60254d943de2f43b006f895d733e20c3a9e4ddd3c6a5f34cd5be393", + "prepared_review_unit_hash": "8294f26ddb9afcdedd7822c8de18423e0ba444e81d029154cc84c1fb37700000", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37083, - "estimated_input_tokens": 9271, - "estimated_eval_tokens": 18798 + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous mix of unrelated Transformers issues. The only clear duplicate-style pair is the offline tokenizer/Mistral-regex regression; most other soft-similarity pairs share only a broad subsystem or model family, not the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the only near-duplicate pair: it pinpoints the offline regression to an unconditional `model_info()` call inside `_patch_mistral_regex`, while issue:42886 describes the same symptom at a higher level.", + "summary": "This cluster is highly heterogeneous; the soft pairs share superficial vocabulary but do not look like the same underlying bug/change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, vision, training, quantization, and config bugs, so none is a strong duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best representative because it names the exact failing code path and bug trigger, making it the strongest canonical anchor for the cluster\u2019s only true duplicate subthread.", + "best_issue_reason": "No single issue is a good global representative for deduplication because the cluster does not center on one defect family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different failures: image interpolation/resolution handling vs bfloat16 dtype mismatch." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Different code paths: config unwrapping for composite Qwen models vs CPU-offload incompatibility in rotary embedding." + "reason": "Different subsystems and failures: Perceiver resolution handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated bugs: optional `post_init` handling vs `num_labels` propagation in Qwen3.5." + "reason": "Unrelated problems: PatchTSTMixer post_init policy vs Qwen3.5 num_labels propagation." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime special-token/post-processor updates and the other is save/load token-ID loss." + "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embedding." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Different components: flash-attention sink handling vs multimodal config unwrapping." + "reason": "Flash-attention sinkless-model crash is unrelated to Qwen multimodal config unwrapping." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken constructor error is unrelated to the model-loading failure for ScandiBERT." + "reason": "Both tokenizer-related, but one is an AddedToken argument bug and the other is a model loading failure." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "One is a tie-word-embeddings warning during LoRA fine-tuning; the other is incorrect visual encoder key saving." + "reason": "Special-token post-processor updates and DiaConfig save/load token IDs are distinct bugs." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different problems: a specific model load regression vs PIL image processors wrongly requiring torchvision." + "reason": "Model loading regression vs image processor torchvision dependency; no shared underlying defect." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different training/eval failures with different triggers and stacks." + "reason": "Trainer failures, but one is SFT embedding unpacking and the other is evaluate-after-train state handling." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Doc-example errors for SigLIP2 vs an OmDet-Turbo processor size mismatch." + "reason": "Both involve vision models, but one is a doc example/model mismatch and the other is processor output size vs model expectation." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen VL/video, but the reported bugs differ: weight_only loading vs video position IDs." + "reason": "Different multimodal bugs: weight_only loading error vs wrong video vision_position_ids." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Local PEFT checkpoint loading issue vs quantized-model roundtrip corruption after save/load." + "reason": "PEFT local checkpoint loading is not the same as quantized sinq save/load breakage." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Same offline tokenizer regression: both point to `AutoTokenizer.from_pretrained` / `_patch_mistral_regex` breaking when `HF_HUB_OFFLINE=1`; 44843 gives the exact root cause." + "accept": false, + "reason": "Related offline symptoms, but one is generic cache loading and the other is a specific unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Completely different issues: apex RMSNorm memory leak vs missing gradient-checkpointing flag." + "reason": "RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + "reason": "Both token-related, but one is runtime special-token post-processing and the other is BigBirdTokenizer mask-token registration." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "One is an eval-mode restriction for gradient checkpointing; the other is a ZeRO-3 training instability." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient inflation." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Different model/runtime bugs: Gemma4 FSDP2 shared KV state rebuilding vs a trust_remote_code flag omission." + "reason": "Apex RMSNorm leak has nothing to do with Qwen3_5Moe rotary embedding offload compatibility." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Unrelated: T5 apex RMSNorm leak vs Qwen3_5MoE rotary embedding CPU-offload incompatibility." + "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 device-mapping CUDA assert vs T5 RMSNorm leak." + "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5 RMSNorm memory leak." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both are model-quality regressions, but on different models and different failure modes." + "reason": "Different tokenizer bugs: runtime special-token updates vs LayoutLMv2 NER/padding crashes." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer special-token update bug is not the same as LayoutLMv2 crashing on NER padding/truncation." + "reason": "Incorrect SigLIP2 outputs and CamemBERT masked-LM predictions are separate model-specific regressions." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization roundtrip differ from generic quantization offloading behavior." + "reason": "Local checkpoint loading with PEFT and quantization/offloading behavior are different failures." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Related to Mistral regex/tokenizer handling, but one is an AttributeError crash and the other is a codec-handling regression; not the same concrete bug." + "reason": "A broken documentation example is not the same bug as quantization offloading behavior." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to quantization/offloading behavior." + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access while the other is a codec/regression warning issue." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Different low-level failures: ZeRO-3/BertModel indexing vs fbank feature extraction." + "reason": "Zero-3/BertModel indexing error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Both are Qwen video-input issues, but the concrete failure is different: ValueError in processing vs chat-template token/feature mismatch." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Both are video-input issues, but one is Qwen3OmniMoe processing ValueError and the other is chat-template token/feature mismatch in Qwen3.5-9B." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Mistral-regex/codec regression is unrelated to `list_repo_files` not forwarding `revision`." + "reason": "Kimi tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files revision forwarding." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and GenerationMixin import errors are unrelated." + "reason": "Image processor void-segmentation handling is unrelated to the GenerationMixin import error." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the set as mostly heterogeneous and identifies issue:44843/issue:42886 as the only clearly duplicate-style pair. The soft-edge verdicts are generally conservative and the accepted pair is well-supported by the titles and stated root cause. No PR-mergeability concerns apply here." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 16, "review_unit_count": 53, "status": "reviewed", @@ -5206,39 +5109,39 @@ "issue:43550|issue:43819", "issue:45183|issue:45479", "issue:44186|issue:44898", - "issue:43531|issue:43643", "issue:43653|issue:43819", + "issue:43531|issue:43643", "issue:43322|issue:45685", "issue:43716|issue:44008", - "issue:43335|issue:43756", - "issue:43388|issue:46032", "issue:43643|issue:44877", - "issue:43950|issue:45987", + "issue:43388|issue:46032", + "issue:43335|issue:43756", "issue:44843|issue:45081", "issue:30064|issue:36331", - "issue:44448|issue:44671", + "issue:43950|issue:45987", "issue:41720|issue:44991", + "issue:44448|issue:44671", "issue:44821|issue:45084", "issue:43421|issue:44811", "issue:43577|issue:43818", - "issue:43540|issue:45381", "issue:39692|issue:45834", + "issue:43540|issue:45381", "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "ec3da15150cec9a46618d9e042ecd6a4fa3f9e01b02e5aac0ef096c609213cff", + "prepared_review_unit_hash": "0240b3b582ff06b5fde8afd5b47762ff8e853c79cef0767d0ddae22535baec22", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36828, + "serialized_chars": 36826, "estimated_input_tokens": 9207, "estimated_eval_tokens": 18670 }, @@ -5247,186 +5150,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs that only overlap lexically around tokenizers/processors, loading, and model-specific regressions. The soft edges look like name-similarity rather than true duplicate bugs, so I would not merge any of them.", - "confidence": 0.32, - "canonical_issue_reason": "Issue 44843 is the most central representative of the tokenizer/loading regression subset: it targets a concrete shared code path (_patch_mistral_regex / AutoTokenizer loading), has nearby similar reports, and is broader than the more specific follow-ups.", + "summary": "This cluster is heterogeneous: most items are independent bugs/features across unrelated models and APIs, with no true duplicate group. The closest thematic overlap is a few Mistral/tokenizer-related reports, but even those describe different failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44843 is the best single anchor only because it is a clear, high-impact core API regression in tokenizer loading; however, the cluster overall is not a duplicate set and most items do not belong under one canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the best single issue representative because it sits at the center of the tokenizer-loading/Mistral-regex cluster and is the most generally actionable code-path bug among the items.", + "best_issue_reason": "Issue #44843 has the strongest standalone triage value: it is reproducible, affects offline mode, and sits in a widely used code path (`AutoTokenizer.from_pretrained`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Unrelated bugs: BitNet accelerate loading vs DAC STE/forward mismatch. Same broad ML area only." + "reason": "Different models and different failure modes: accelerate loading of BitNet packed weights vs DAC latent reconstruction/STE mismatch." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token decoding bug vs BitNet packed-weight loading bug; no shared code path." + "reason": "Tokenizer special-token registration/decoding bug vs BitNet accelerate-loading failure; unrelated code paths." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction issue vs tokenizer-mapping add-new-model-like failure; different subsystems." + "reason": "Audio feature extraction issue vs tokenizer-mapping/model-registration bug; no shared underlying defect." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/SDPA-ish model behavior, but they are model-specific and different failures." + "reason": "Both are model/runtime regressions, but one is torch.compile+SDPA on Bamba and the other is dtype mismatch on SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression on v4.57.5 vs Kosmos2.5 OCR index error; not the same bug." + "reason": "Processor/tokenizer regression in one model family vs OCR index error in Kosmos2.5; different root causes." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs Gemma3n variable name collision; distinct code paths." + "reason": "Both are multimodal model bugs, but they affect different models and different code paths (video processing vs forward variable collision)." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attribute regression vs RTDetrV2 output-difference regression; unrelated model behaviors." + "reason": "CLIP output field regression vs RTDetrV2 output drift in v5; not the same bug." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword conflict vs tokenizer loading failure for a specific model; different root causes." + "reason": "AddedToken constructor argument collision is not the same as a tokenizer-loading compatibility failure for a specific model." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DAC latent/forward mismatch; no common concrete bug." + "reason": "Distinct model families and distinct defects; no plausible single fix would cover both." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging bug vs degenerate loss for single-label classification; different issues." + "reason": "Input validation error messaging vs zero-loss classification bug; different logic and symptoms." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver non-default resolution failure; not duplicates." + "reason": "Tokenizer batching/NER crash vs Perceiver positional encoding/interpolation failure; unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code field loss; unrelated regressions." + "reason": "Tokenizer special-token registration bug vs DAC latent mismatch; no common underlying issue." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "BigBird special-token decode bug vs DAC latent/forward mismatch; no overlap in bug mechanics." + "reason": "Sliding-window behavior in Qwen3-MoE vs config-field loss in trust_remote_code; unrelated." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next loading segfault vs MPS histogram int error in moe code; unrelated symptoms and paths." + "reason": "Segfault while loading Llava Next vs MPS histogram error in MoE; different subsystems and causes." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 dtype mismatch vs Gemma3n audio mask attribute collision; different model-specific bugs." + "reason": "Both touch multimodal inputs, but one is a dtype mismatch and the other is a variable-name collision in forward()." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug vs Smollm3 RoPE layer count mismatch; not the same defect." + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same defect." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metrics gathering truncation bug vs Mamba2 use_cache incorrect results; distinct runtime paths." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "AutoConfig trust_remote_code missing fields vs strict config blocking granite_speech; both loading-related but not same bug." + "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; completely different code paths." }, { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained vs StaticCache.get_seq_length returning wrong type; unrelated cache/model-loading bugs." + "reason": "Both are model configuration issues, but they involve different architectures and different misconfigurations." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is offline/network access and the other is an attribute error on tokenizer wrapping; not the same concrete bug." + "reason": "Both are in `_patch_mistral_regex`, but they are different bugs: offline model_info call vs backend_tokenizer attribute crash." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void segmentation maps vs CustomTrainer compute_loss signature mismatch; completely different areas." + "reason": "Image processor segmentation-map failure vs custom trainer loss signature mismatch; unrelated." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Pegasus output drift across versions vs CamemBERT masked LM prediction errors; different model regressions." + "reason": "One is non-persistent buffer corruption on load; the other is a cache-length return-type regression. Different mechanisms." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for est-roberta; not the same bug." + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but on different models with different symptoms and likely different fixes." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error; no shared code path." + "reason": "AutoImageProcessor URL loading vs Jinja/template compilation error; unrelated." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Tokenizer backend post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; related to tokenizers, but different functionality." + "reason": "Special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling; different APIs and behavior." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing bug; unrelated." + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing issue; unrelated." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Qwen3OmniMoe video processing error vs Qwen2.5-VL video vision_position_ids issue; both video-related, but distinct model/code-path bugs." + "reason": "SigLIP2 doc example errors vs Kosmos2.5 OCR long-input index error; no shared underlying bug." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "SigLIP2 doc example errors vs Kosmos2.5 OCR index error; documentation/model usage issue vs runtime model bug." + "reason": "Qwen3OmniMoe video-input processing failure vs Qwen2.5-VL vision_position_ids bug; different model families and defects." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation bug vs Kosmos2.5 long OCR input index error; different models and failures." + "reason": "Whisper empty-transcription generation regression vs Kosmos2.5 long OCR index error; unrelated." } ] }, @@ -5440,7 +5343,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 17, "review_unit_count": 53, "status": "reviewed", @@ -5500,26 +5403,26 @@ "issue:46326" ], "soft_pairs": [ - "issue:43782|issue:44977", "issue:44186|issue:44442", + "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43606|issue:45072", - "issue:44479|issue:45834", "issue:43825|issue:43994", - "issue:44805|issue:44936", + "issue:44479|issue:45834", "issue:34634|issue:36010", + "issue:44805|issue:44936", "issue:43577|issue:43582", "issue:44485|issue:44509", - "issue:45987|issue:46192", "issue:28218|issue:29159", "issue:44561|issue:45020", - "issue:44610|issue:45072", + "issue:45987|issue:46192", "issue:43720|issue:45072", + "issue:44610|issue:45072", "issue:44671|issue:45701", "issue:43825|issue:43827", "issue:43782|issue:45325", - "issue:43582|issue:44857", "issue:43749|issue:44291", + "issue:43582|issue:44857", "issue:45081|issue:45406", "issue:42175|issue:45081", "issue:43906|issue:46209", @@ -5529,208 +5432,208 @@ "issue:45003|issue:46285", "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "e6b69807cf9287ac92cefb3de1369dffe1dc1bdc9eb75eb6eb96530274c96b14", + "prepared_review_unit_hash": "46bf2703470dee32c04820b5f0537e6ed8ebdf77737f36079a8d03b291c3637e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with several weak thematic similarities. I found one likely true duplicate pair around `remote_code` breakage, while the tokenizer, loading, docs, and model-specific items appear unrelated enough to keep separate.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 44561 is the clearest root-cause report: it names the concrete v5 regression (`is_torch_fx_available` removal) and the affected surface (`trust_remote_code` models), which makes it the best canonical anchor for the remote_code failure mode also described more broadly in 45020.", + "summary": "This cluster is mostly a set of unrelated bug reports that happen to share broad tokenizer/model-loading vocabulary. I found one likely duplicate pair around added-token spacing vs slow/fast tokenizer inconsistency; the rest look like distinct bugs in different models, loaders, or subsystems.", + "confidence": 0.71, + "canonical_issue_reason": "issue:29159 is the broadest representative of the only likely duplicate theme here: tokenizer behavior inconsistency, especially around added tokens and spacing differences.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the most actionable and specific representative among the cluster items; it pins down the failure mechanism rather than only describing the downstream symptom.", + "best_issue_reason": "issue:29159 is the clearest and most general issue to represent the tokenizer added-token inconsistency thread; it subsumes the narrower spacing symptom in issue:28218.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Different model/runtime failures: Qwen3VL weight-only loading vs Qwen3.5 flash-attention generation." + "reason": "Different tokenizer failures: NER/batched padding crash vs loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both are tokenizer-loading bugs, but for different tokenizers and failure modes; not the same underlying defect." + "reason": "Different models and failure modes: weight_only load error vs flash-attention generation regression." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "One is non-persistent buffer initialization junk; the other is FSDP CPU RAM efficient loading. Related area, different bug." + "reason": "Both are loading-related, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same bug." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different problems: Bark CPU offload device mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:44479", - "right": "issue:45834", - "accept": false, - "reason": "Unrelated model families and symptoms: Qwen video regression vs Kosmos2.5 OCR index error." + "reason": "Different code paths and symptoms: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Both mention pipeline(), but one is an error-message issue and the other is a model-output correctness bug." + "reason": "One is a v5 pipeline error-message issue; the other is a model output correctness bug in AutoModel/pipeline." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Generic tensor shape/index error vs trainer evaluate-after-train failure; no shared code-path evidence." + "reason": "Different regressions in different models: video input handling vs long OCR input indexing." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset bug and GenerationMixin import error are unrelated." + "reason": "Unrelated issues: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/index shape mismatch vs trainer.evaluate() after train." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon allocator warmup TypeError are different subsystems." + "reason": "Different problems: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion and v5 pipeline docs drift are distinct issues." - }, - { - "left": "issue:45987", - "right": "issue:46192", - "accept": false, - "reason": "Cache sequence-length return type and return_tensors handling are separate API bugs." + "reason": "Related to v5 discussion, but one is a RoPE implementation question and the other is stale docs about removed pipeline tasks." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but the titles point to different symptoms; not enough evidence they are the same whitespace bug." + "accept": true, + "reason": "Likely the same tokenizer bug: added-token spacing/slow-fast tokenizer inconsistency around token insertion behavior." }, { "left": "issue:44561", "right": "issue:45020", - "accept": true, - "reason": "Both describe the same remote_code regression in recent Transformers versions; 44561 gives the concrete cause (`is_torch_fx_available` removal) and 45020 the broader symptom." + "accept": false, + "reason": "Both mention remote-code breakage, but they appear to involve different removed APIs and different failure surfaces." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch in inference; unrelated failures." + "reason": "Different API bugs: StaticCache return type vs return_tensors being ignored with explicit text_kwargs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch issues are different code paths." + "reason": "Different inference/loading bugs: packed weights unpacking vs dtype mismatches in bfloat16." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific regressions: OmDet-Turbo processor size mismatch vs dtype mismatch in another subsystem." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report are not the same bug." + "reason": "Different symptoms and scope: CamemBERT MLM regression vs generic tokenization changes across versions." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Error message about removed pipeline tasks vs docs still referencing removed tasks; same theme, but not one concrete duplicate bug." + "reason": "Same general v5 pipeline-removal area, but one is a runtime message bug and the other is docs drift; not the same underlying bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight-only loading error and Qwen2.5-VL RoPE position-id scaling are separate regressions." + "reason": "Different Qwen-VL bugs: weight_only loading vs still-image temporal position scaling." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Allocator warmup TypeError and AMP/CUDA loss crash are unrelated." + "reason": "Both are loading problems, but the causes differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "FSDP CPU RAM loading breakage and init_empty_weights argument mismatch are distinct loading bugs." + "reason": "Different hardware/backend crashes: Apple Silicon caching allocator vs CUDA AMP loss crash." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer patch crash and Gemma4 processor `_tokenizer` attribute crash are different failures." + "reason": "Both involve Mistral/Gemma processor loading, but the concrete failures and affected objects differ." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend-install packaging issue vs tokenizer regex patch crash; no shared underlying bug." + "reason": "Unrelated: backend dependency installation vs tokenizer regex patch crash." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the B200 FP8 inference failure." + "reason": "No shared bug: isolated reproduction of an old issue vs FP8 inference failure on B200." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve `mistral_common`, but one is an import failure during Gemma 4 loading and the other is a tokenizer behavior bug." + "reason": "Different mistral_common-related breakages: ReasoningEffort import vs continue_final_message handling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are unrelated." + "reason": "Different audio/model bugs: chat-template sampling-rate default vs DAC latent reconstruction mismatch." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset and custom trainer `compute_loss` signature mismatch are unrelated." + "reason": "Unrelated: BarkProcessor voice preset vs Trainer.compute_loss signature change." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe `sys.modules` access and CLIP text-model structure inconsistency are different regressions." + "reason": "Different API regressions: unsafe sys.modules access vs CLIP text model structure inconsistency." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and MXFP4 quantization fallback are unrelated." + "reason": "Different bugs in different areas: tokenizer special-token registration vs MXFP4 quantization fallback." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The cluster is indeed heterogeneous, and the lone accepted pair (`44561`/`45020`) is a plausible same-family `remote_code` regression grounded in the titles. The other soft-edge rejections are framed cautiously enough from the available evidence." + "feedback": "The summary is well-grounded in the packet and stays appropriately conservative. The one accepted pair (issue:28218 / issue:29159) is plausibly the same tokenizer spacing/inconsistency thread, while the rest of the verdicts read as careful title-based separations rather than overclaims. No mergeability concerns apply since there are no PR pairs here." }, "evaluator_used": true, "retried": false, @@ -5741,7 +5644,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 18, "review_unit_count": 53, "status": "reviewed", @@ -5800,225 +5703,231 @@ "issue:46424" ], "soft_pairs": [ - "issue:43526|issue:43697", "issue:43742|issue:45020", - "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:45084|issue:45538", + "issue:44060|issue:44368", "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:44589|issue:45042", "issue:43650|issue:43906", "issue:43452|issue:44991", "issue:43638|issue:44936", - "issue:43746|issue:44811", "issue:43550|issue:44912", - "issue:44387|issue:44617", + "issue:43746|issue:44811", "issue:43819|issue:43927", "issue:36010|issue:43645", + "issue:44387|issue:44617", "issue:43257|issue:43329", - "issue:46421|issue:46424", - "issue:43854|issue:44977", "issue:43720|issue:44610", + "issue:43854|issue:44977", "issue:38175|issue:44610", - "issue:39692|issue:44912", "issue:36010|issue:36331", "issue:43531|issue:45042", - "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:39692|issue:44912", "issue:42490|issue:43257", - "issue:43454|issue:43577", + "issue:45459|issue:45803", "issue:43262|issue:44811", - "issue:43257|issue:43696" + "issue:43257|issue:43696", + "issue:43454|issue:43577" ], - "prepared_review_unit_hash": "a4115a465f1614ccf4105a96e1228ef39dfdbfa317eeb0c7277b417e7b4c1498", + "prepared_review_unit_hash": "8a424f88ce2a273df8f00a65695e6b3070593b934c31a08b528c2b5c28be7fda", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35717, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models, loaders, processors, and training paths. None of the soft pairs look like safe duplicate matches, and there is no single clear canonical issue or PR for the set.", + "summary": "This cluster is heterogeneous: it mixes unrelated loading, trainer, processor, quantization, cache, and model-specific bugs. None of the soft pairs look like the same underlying issue, so I would not merge any of them as duplicates.", "confidence": 0.95, - "canonical_issue_reason": "No canonical issue is safe here because the items span heterogeneous bugs rather than one underlying defect cluster.", + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse to represent one underlying bug or regression.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in this list is a good global representative; the closest-looking pairs still differ in concrete code path and symptom.", + "best_issue_reason": "No issue is a strong global representative for the cluster; the closest broad items are still model- or path-specific and do not cover the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "Different models and failures: BEiT label reduction vs RTDetrV2 output divergence." - }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific MobileLLM key error is not the same as a broad remote_code loading regression." + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; different code paths." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both mention Qwen tied-weight warnings, but they describe different model/config paths and symptoms." + "reason": "Both are vision-model bugs, but BEiT label reduction and RTDetr output drift are unrelated failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Unrelated: a compile/template-node error versus a tokenizer max_length constant issue." + "reason": "Compiler/template-node errors and CLIPTokenizer max length are different subsystems with no shared bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a specific bad tie mapping and the other is a LoRA warning from ms-swift; not the same fix." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug and MPS attention correctness bug are unrelated." + "reason": "Processor label reduction and MPS attention correctness are unrelated issues." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug is unrelated to stale auto_mappings config references." + "reason": "Multimodal token counting in the video branch and stale auto_mappings entries are different bugs." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to an unwanted torchvision dependency." + "reason": "Float8 storage loading and PIL backend torchvision requirements are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A placeholder issue title is not the same as a reproduction of another bug." + "reason": "One is a placeholder title; the other is an isolated reproduction of a different bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading-related, but one is gguf_file/from_pretrained handling and the other is a specific tokenizer load failure." + "reason": "Both involve from_pretrained loading, but gguf_file handling and a tokenizer-loading regression are different code paths." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: Deepspeed ZeRO3 BERT indexing vs evaluate-after-train behavior." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode token filtering are unrelated code paths." + "reason": "Trainer/deepspeed index errors after init and evaluate-after-train behavior are distinct failures." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are different issues." + "reason": "torch.compile with SDPA on Bamba and MXFP4 quantization fallback on git-oss are unrelated model-specific bugs." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper batch_decode special-token handling are different components." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent mismatch and DiaConfig token-ID persistence are unrelated bugs." + "reason": "DAC latent decoding mismatch and DiaConfig token-ID persistence are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Import path breakage is not the same as Jupyter notebook custom-model initialization failure." + "reason": "Both touch custom model compatibility, but GenerationMixin import failure and Jupyter initialization breakage are different regressions." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOMs, but one is an int4 reserved-memory regression and the other is a model-specific Sam3Video OOM." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to multimodal token counting." + "reason": "Qwen3-MoE loading/conversion and multimodal video token counting are not the same bug." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is max_cache_length handling for quantized cache only." + "reason": "BitNet packed-weight loading and OmDet processor/model input-size mismatch are unrelated." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash loading tests vs Qwen3.5 flash-attention generation." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight loading and OmDet-Turbo image sizing are unrelated." + "reason": "Unit-test loading failure for GLM-4.7 and flash-attention generation issues for Qwen3.5 are different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44912", - "accept": false, - "reason": "Documentation example errors for SigLIP2 do not match the MXFP4 quantization loading bug." + "reason": "SigLIP2 zero-probabilities and OmDet processor sizing are unrelated model bugs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and unexpected compute_loss kwarg are different API breakages." + "reason": "GenerationMixin import failure and compute_loss signature incompatibility are different API breakages." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the torchvision requirement regression." + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision dependency handling have no shared underlying defect." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but lazy initialization causing recompilation and max_cache_length semantics are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both involve exception handling, but they are different functions and different failure mechanisms." + "reason": "Documentation example errors and quantization fallback loading are not the same bug." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE weight conversion." + "reason": "Trailing-slash path warnings and Qwen3-MoE weight conversion failures are unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "AyaVision weight-tying failure and BLIP2 dtype casting are distinct bugs." + "reason": "Both involve exception handling, but protobuf decode fallback and Fuyu tensor conversion are different code paths." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults are unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode skipping special tokens are unrelated processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE conversion/loading and GPT-oss CUDA OOM are different model/runtime problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated model-loading bugs." } ] }, @@ -6032,7 +5941,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 19, "review_unit_count": 53, "status": "reviewed", @@ -6097,18 +6006,18 @@ "issue:43329|issue:43450", "issue:34567|issue:40990", "issue:43606|issue:45859", - "issue:43749|issue:44756", "issue:29159|issue:34567", - "issue:44568|issue:45356", + "issue:43749|issue:44756", "issue:43257|issue:43931", + "issue:44568|issue:45356", "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:44987|issue:45538", - "issue:43452|issue:43582", "issue:43927|issue:44912", - "issue:43697|issue:45357", "issue:42915|issue:45538", + "issue:43452|issue:43582", + "issue:43697|issue:45357", "issue:44849|issue:45701", "issue:44568|issue:45488", "issue:33357|issue:34567", @@ -6117,251 +6026,242 @@ "issue:43317|issue:45538", "issue:44479|issue:45381", "issue:44062|issue:44991", - "issue:43540|issue:44479", "issue:28282|issue:34689", - "issue:43540|issue:44560", + "issue:43540|issue:44479", "issue:45137|issue:45405", + "issue:43540|issue:44560", "issue:43742|issue:44291", "issue:24643|issue:29159", "issue:44987|issue:45907" ], - "prepared_review_unit_hash": "043bb84f30b681794768465644b9dad79f5991e8ee639289f7066ad456c960c2", + "prepared_review_unit_hash": "e59c4b1aba85db10714c14d14755ceadc761b91673a17ce2b49dc65eac4f274e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37330, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of closed Transformer bugs spanning tokenizer regressions, model-loading failures, multimodal/video processing, offload, and quantization. I found one likely true duplicate-style soft edge in the Qwen video regression area; the rest are distinct issues.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45701 is the broadest umbrella item in the cluster and best matches the tokenization-regression theme shared by several nearby reports.", + "summary": "The cluster is thematically related around Transformers regressions, but the soft-paired issues mostly describe distinct bugs, models, or code paths rather than true duplicates. I would not merge any of the proposed soft edges; the set is too heterogeneous for duplicate collapsing.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set: it is an open, cross-version tokenization regression with multiple inbound references, and it best matches the general theme of version-dependent behavior changes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most representative issue overall because it is broad, user-facing, and central to the tokenization/version-regression subset.", + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is the most general and widely referenced regression report, even though the overall set is not a tight duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different APIs and failures: missing fields from AutoConfig with trust_remote_code vs text_config unwrapping in AutoModelForCausalLM.from_config." + "reason": "Different APIs and failure modes: missing fields from AutoConfig with trust_remote_code versus not unwrapping text_config in AutoModelForCausalLM.from_config." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but one is an undefined-name bug in _get_num_multimodal_tokens and the other is a broader 5.3.0 regression across Qwen video models." + "reason": "Both are video-related, but one is an undefined-variable bug in _get_num_multimodal_tokens while the other is a broader v5.3.0 regression across several Qwen video models." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helper names in video token counting vs batched video processor shape errors; different code paths." + "reason": "The first is a multimodal token-counting helper bug; the second is an incorrect batched video processor output shape. Different code paths." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated topics: TrainerState token counter update vs high perplexity on gpt-oss-20b." + "reason": "TrainerState token counters and perplexity on GPT-OSS are unrelated problems." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve offload, but one is a bark-small device mismatch and the other is a Qwen rotary-embedding CPU-offload incompatibility." - }, - { - "left": "issue:43749", - "right": "issue:44756", - "accept": false, - "reason": "Different problems: FSDP CPU RAM efficient loading vs mmap OOM on Strix Halo." + "reason": "Both mention offload/device issues, but they affect different models and code paths: suno/bark-small CPU offload versus Qwen3_5MoeTextRotaryEmbedding.forward." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency vs TrainerState token-count tracking; not the same bug." + "reason": "Tokenizer parity between slow/fast implementations is unrelated to TrainerState.num_input_tokens_seen not updating." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Separate tokenizer regressions affecting different models and failure modes." + "reason": "Both are memory/loading regressions, but FSDP CPU RAM-efficient loading and Strix Halo mmap OOM are different failures and fixes." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch on load." + "reason": "One is Qwen3 MoE loading with accelerate+deepspeed conversion issues; the other is a Qwen3-VL weight-shape mismatch during model load." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Special-token insertion for mdeberta-v3 is a tokenizer behavior bug, while Kimi-K2.5 is a codec/regex regression with a warning issue." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different load-time failures on different models: FineGrainedFP8Config vs a MobileLLM key error." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and a key error loading MobileLLM-125M are different loading/configuration bugs." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PIL backend requiring torchvision." + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to PIL backend processors requiring torchvision." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 config failure vs AutoImageProcessor URL loading." + "reason": "These are unrelated: Qwen3Moe FP8 loading versus AutoImageProcessor URL loading." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different issues: loading physical-intelligence/fast vs CLIPTokenizer model_max_length being 10**30." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length default." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "gguf_file loading breakage is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "DiaConfig save/load losing custom token IDs is a config persistence bug, not the MXFP4 quantization fallback problem." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Different failure modes: DiaConfig custom token IDs persistence vs MXFP4 quantization fallback on gpt-oss-20b." + "reason": "A Qwen3Moe FP8 loading issue does not match a tokenizer max-length bug." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained key regression are separate bugs." + "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are different subsystems and symptoms." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "No overlap beyond both being tokenizer/model issues; one is Qwen3Moe FP8, the other CLIPTokenizer max length." + "reason": "RTDetrV2 output drift in v5 versus Qwen3.5 save_pretrained key corruption are separate regressions." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is distinct from the broad tokenization regression report." + "reason": "Qwen3.5 output_hidden_states behavior is a model forward-pass issue, not the tokenizer version-regression reported in issue:45701." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both tokenizer-related, but the BOS/EOS special-token bug and the LlamaTokenizer ByteLevel/Metaspace override are different code paths." + "reason": "Both are tokenizer-related, but add_special_tokens behavior and LlamaTokenizer overriding tokenizer.json's pre-tokenizer are distinct bugs." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP model loading is unrelated to TrainerState token tracking." + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are not the same problem." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen failures: auto device mapping cudaErrorAssert vs video-input ValueError in Qwen3OmniMoe." + "reason": "cudaErrorAssert with auto device mapping is a device-placement/runtime issue, while the other is a video-input ValueError in Qwen3OmniMoe." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Backend packaging issue for TensorFlow is unrelated to the Qwen2.5-VL import error." + "reason": "Missing TensorFlow in a torch-only install and a missing Qwen2_5_VLForConditionalGeneration import are unrelated packaging/import issues." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload loading failure is unrelated to CLIPTokenizer max_length behavior." + "reason": "Dequantized model loading with device_map=auto is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen video-input regression family around 5.3.0; 45381 is a specific qwen2.5-vl manifestation of the broader multi-model bug in 44479." + "accept": false, + "reason": "Both are video regressions in the Qwen family, but one is a broad multi-model v5.3.0 regression and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same underlying defect." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading TypeErrors with different roots and models." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both touch Qwen video inputs, but one is a Qwen3OmniMoe processing error and the other is a broader v5.3.0 regression across several Qwen models." + "reason": "AddedToken special-argument duplication and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer bugs." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Llama 3.2 90B Vision model-loading breakage." + "reason": "A missing PyTorch import and a specific Llama 3.2 90B Vision loading regression are not the same issue." }, { "left": "issue:43540", - "right": "issue:44560", + "right": "issue:44479", "accept": false, - "reason": "Different video bugs: a ValueError in Qwen3OmniMoe processing vs a StopIteration in Qwen3-VL embedding video handling." + "reason": "Both concern video input failures, but the concrete failures differ: Qwen3OmniMoe raises ValueError, while the other is a broader regression across several Qwen video models." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version bump." + "reason": "FSDP CPU_RAM_EFFICIENT_LOADING and a bumped MIN_PEFT_VERSION are unrelated; one is a runtime bug, the other is a dependency-version problem." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different loading failures: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." + "reason": "Key error loading MobileLLM-125M is unrelated to the init_empty_weights unexpected-argument regression." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Training with DeepSpeed weight-shape error is unrelated to tokenizer slow/fast inconsistency." + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency do not share a code path." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Loading physical-intelligence/fast is unrelated to list_repo_files needing to forward revision." + "reason": "Model loading failure for a specific repo is unrelated to list_repo_files not forwarding revision." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted soft edge (44479 \u2194 45381) is conservative and supported by the titles. The rejected pairs are generally reasoned at the level of distinct APIs, models, or failure modes, without overstating duplication evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 20, "review_unit_count": 53, "status": "reviewed", @@ -6424,39 +6324,39 @@ "issue:28282|issue:29127", "issue:43577|issue:45072", "issue:42915|issue:43749", - "issue:38175|issue:44898", "issue:42175|issue:44488", - "issue:43257|issue:43756", - "issue:43582|issue:43782", + "issue:38175|issue:44898", "issue:43493|issue:43994", - "issue:44737|issue:45588", "issue:44291|issue:44821", + "issue:43257|issue:43756", "issue:34567|issue:36331", + "issue:44737|issue:45588", + "issue:43582|issue:43782", "issue:43526|issue:45479", - "issue:43404|issue:45987", "issue:44062|issue:45081", + "issue:43404|issue:45987", "issue:27957|issue:28282", - "issue:43756|issue:46399", - "issue:44913|issue:46121", "issue:44792|issue:44964", + "issue:44913|issue:46121", "issue:43906|issue:45381", - "issue:43756|issue:45325", "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:43452|issue:44488", - "issue:45357|issue:45920", "issue:43531|issue:44821", + "issue:45357|issue:45920", "issue:45405|issue:45600", "issue:43643|issue:45375" ], - "prepared_review_unit_hash": "a30be84874f22047c547fcb2d59678d4e8d490b1feb05e4dc3017ef795c05bea", + "prepared_review_unit_hash": "7c6e4ce5b7789b821e85e3a4013f7369675acf955d4bed5ff3da5febb2c068be", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, @@ -6471,183 +6371,183 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and not a duplicate cluster. The only strong soft-duplicate pair is the SigLIP2 regression reports (43493/43994); the rest describe different models, different errors, or different code paths.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43493 is the best anchor for the one real duplicate pair because it describes the underlying SigLIP2 implementation discrepancy at a root-cause level, not just a symptom.", + "summary": "The cluster is still mostly heterogeneous, with no strong PR material and only one plausible duplicate issue pair. For the issue anchor, 43749 is a solid representative, but not a clear dominant triage winner over 44488; the signal is split across several unrelated reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43749 is a reasonable representative for the FSDP/loading subcluster, but the packet does not support calling it the single highest-signal issue; discussion activity is higher on issue:44488, so 43749 should be treated as one strong candidate rather than the clear top.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43994 is the most actionable issue overall: it names the exact model, the user-facing failure mode, and the affected entry points (AutoModel and pipeline).", + "best_issue_reason": "issue:44488 is the strongest overall standalone issue candidate by discussion activity and still has some inbound signal, making it a slightly better global representative than 43749 for the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Different bugs: PyTorch missing import vs. LayoutLMv3 error-message clarity." + "reason": "Different problems: missing PyTorch import vs. LayoutLMv3 error-message clarity." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they are different models and different failures; not the same concrete code-path bug." + "reason": "Both mention dtype, but they affect different models and failure modes; not the same bug." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Unrelated: Qwen3 MoE FP8 loading vs. FSDP CPU RAM efficient loading." - }, - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-model failures with different symptoms and likely different model code paths." + "reason": "Different subsystems and symptoms: FineGrainedFP8Config vs. FSDP CPU RAM efficient loading." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Backend dependency packaging issue vs. a model-loading failure for a specific checkpoint." - }, - { - "left": "issue:43257", - "right": "issue:43756", - "accept": false, - "reason": "Different Qwen/Smollm model bugs; one is load/conversion, the other is RoPE-layer dropping." + "reason": "Packaging/backend dependency complaint vs. a specific model-loading failure; not the same underlying issue." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Apple Silicon allocator TypeError vs. Qwen3VL weight_only load error." + "reason": "SigLIP2 probability output issue vs. Perceiver interpolation/resolution behavior; different bugs." }, { "left": "issue:43493", "right": "issue:43994", "accept": true, - "reason": "Same underlying SigLIP2 regression: both report bad outputs for google/siglip2-base-patch16-224, one as HF-vs-JAX discrepancy and the other as nonsensical AutoModel/pipeline results." + "reason": "Same SigLIP2 model family and same underlying symptom class: incorrect/nonsensical outputs from the HF implementation." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "XLNet CPU placement bug vs. flash-attention sinkless-model AttributeError." + "reason": "Unexpected `_is_hf_initialized` argument vs. AutoImageProcessor URL loading failure; different code paths." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to AutoImageProcessor URL loading." + "reason": "Different Qwen-family bugs with unrelated mechanics: weight conversion/loading vs. RoPE layer dropping." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer state token-count tracking vs. custom compute_loss signature breakage; different trainer subsystems." + "reason": "TrainerState token tracking and CustomTrainer signature mismatch are separate trainer issues." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "BEiT image label reduction bug vs. sequence-classification zero-loss bug; not the same issue." + "reason": "XLNet CPU placement bug vs. flash_attention crash on sink-less models; unrelated paths." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs. Qwen3VL weight_only load error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Mistral3 lm_head tying bug vs. StaticCache seq-length return-type bug." + "reason": "Image label reduction bug vs. sequence-classification zero-loss degeneracy; different issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication vs. mistral regex patch crashing on a missing backend_tokenizer attribute." + "reason": "Both tokenizer-related, but the concrete crashes and affected paths differ." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral lm_head tying bug vs. StaticCache return-type contract issue; unrelated." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs. missing PyTorch ImportError." + "reason": "Unrelated: Flash Attention 2 support for XLM-Roberta vs. missing PyTorch import error." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different model-family RoPE/kernel bugs with different failure modes." + "reason": "Both are model-loading/test failures, but for different multimodal models and different failure modes." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX config reload regression vs. rope-validation list TypeError; related area but different bug." + "reason": "Related to RoPE/config handling, but one is reload defaulting and the other is JSON-list validation; not the same bug." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Janus test failure vs. Phi-4 multimodal load failure; different models and symptoms." + "reason": "Different models and failure modes; the reproduction issue is not the same as the Qwen2.5-VL position-id bug." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different Qwen2.5-VL related reports with different reproduction paths and affected behavior." + "reason": "Image-processor backend dependency issue vs. Mistral tokenizer regex patch crash." }, { "left": "issue:43756", - "right": "issue:45325", + "right": "issue:46399", "accept": false, - "reason": "Both involve positional encodings, but they affect different models and different code paths." + "reason": "Both Qwen-related, but the underlying code paths differ: RoPE layer handling vs. rotary-kernel registration." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Image-processor torchvision dependency regression vs. mistral tokenizer regex crash." + "reason": "Both involve Qwen, but one is RoPE-layer count and the other is video temporal position IDs." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error vs. Float8 storage lookup failure are unrelated loading problems." + "reason": "MobileLLM key error vs. missing Float8 storage object; different loading failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file support breakage for tokenizer/model loading vs. a specific checkpoint load failure." + "reason": "Different failures: gguf_file breaks multiple from_pretrained entrypoints, while the other is a specific checkpoint load problem." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression vs. AutoTokenizer wrong token IDs for unrelated models." + "reason": "Qwen3-MoE sliding-window bug vs. AutoImageProcessor URL loading failure; unrelated." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs. AutoImageProcessor URL loading issue." + "reason": "Incorrect visual encoder keys on save vs. wrong token IDs from AutoTokenizer; different regressions." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "PEFT version pinning problem vs. broken auto_mappings reference to removed configs." + "reason": "Dependency version bump vs. auto_mappings CI breakage; not the same issue." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Generic trust_remote_code config-field loss vs. a specific Qwen3_5MoeVisionConfig field-drop bug; not the same underlying change." + "reason": "Missing fields with trust_remote_code vs. missing deepstack_visual_indexes under strict config handling; different serialization problems." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are clearly different models, errors, or code paths, and the lone accepted SigLIP2 pair is the only plausible soft duplicate. The verdicts stay conservative overall, with no obvious overclaim beyond what the titles support." + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but the canonical issue claim overstates the evidence. `issue:43749` is a reasonable anchor, yet the packet does not support saying it has the \"highest triage signal\" or the \"most discussion and inbound references\": `issue:44488` has more discussion activity, and the evidence is not strong enough to rank `43749` as the clear top across those dimensions. Reframe it as one of the stronger candidates rather than the single highest. The accepted SigLIP2 duplicate edge is plausible, but the issue-anchor overclaim is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6655,7 +6555,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 21, "review_unit_count": 53, "status": "reviewed", @@ -6715,124 +6615,112 @@ "issue:46202" ], "soft_pairs": [ - "issue:44625|issue:44877", "issue:43720|issue:44898", - "issue:43697|issue:45216", + "issue:44625|issue:44877", "issue:24643|issue:29127", + "issue:43697|issue:45216", "issue:41762|issue:44936", - "issue:44514|issue:45381", "issue:44493|issue:46050", + "issue:44514|issue:45381", "issue:44466|issue:45005", - "issue:43452|issue:43577", - "issue:43452|issue:44843", "issue:30064|issue:33666", - "issue:43688|issue:43749", + "issue:43452|issue:44843", "issue:28282|issue:32090", - "issue:45372|issue:46170", "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:28282|issue:33357", "issue:44936|issue:45823", + "issue:45372|issue:46170", "issue:43906|issue:46202", - "issue:28282|issue:33357", - "issue:43295|issue:45356", "issue:44361|issue:44442", "issue:43653|issue:44361", - "issue:44484|issue:44704", + "issue:43295|issue:45356", "issue:38175|issue:43295", + "issue:44484|issue:44704", "issue:45542|issue:46178", "issue:24643|issue:27957", "issue:43653|issue:44568", - "issue:44464|issue:44743", + "issue:29159|issue:33357", "issue:43577|issue:43697", - "issue:29159|issue:33357" + "issue:44464|issue:44743" ], - "prepared_review_unit_hash": "84e9592430723f51acb15c241bc3f875eee529089a6adf01d70b0249ed35b56c", + "prepared_review_unit_hash": "106c8d68eea7af31c6e4a0c05c37e2356006734bc0c8b9260af232275e6e3bd4", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36660, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs mostly share broad vocabulary (tokenizers, configs, loading, training, serialization) but do not describe the same underlying bug or change. No duplicate edges should be accepted.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items are not one duplicate set; they span unrelated regressions across tokenization, loading, training, and serialization.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs/regressions across loading, tokenizers, processors, training, and serialization. I found no safe duplicate merges; the only close theme is tied-weights/v5, but even that is not clearly the same concrete bug.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report here, centered on tied-weights regressions in v5, so it is the closest umbrella issue for this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the strongest standalone report in the set, with clear impact and the richest discussion, but it is not a representative duplicate umbrella for the rest.", + "best_issue_reason": "issue:45005 is the best single anchor for the cluster because it captures the most reusable high-level theme (tied weights in v5) without overfitting to one narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is a strict-config load failure for granite_speech; different model families and failure modes." - }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional-encoding interpolation are unrelated code paths and bugs." + "reason": "Different bugs and code paths: BitNet packed-weight loading in accelerate vs Perceiver image classification with interpolate_pos_encoding." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "One is a v5 output-difference regression in RTDetrV2; the other is broken checkpoint saving for Qwen3.5. Same release window, different underlying issue." + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading for granite_speech; not the same defect." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training shape error vs. a request to improve a LayoutLMv3 error message; not the same bug." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation messaging are unrelated failures." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Gemma3 loading with ZeRO-3 and trainer.evaluate() after train() are different Trainer/DeepSpeed failures." + "reason": "Both are v5 regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained checkpoint corruption; different paths." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is a batched chat-template crash and the other is wrong vision_position_ids for video input; distinct defects." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate-after-train behavior are distinct bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during model loading is not the same as sinq quantization breaking save/load roundtrips." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights/serialization, but one is device-dependent lm_head serialization and the other is translation-model tied-weight issues; too broad to merge." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are not the same underlying issue." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "gguf_file loading failure and BLIP2 dtype propagation are unrelated loading bugs." + "reason": "Both involve Qwen2.5-VL, but one is a batched processor chat-template crash and the other is a video position-id bug; different failures." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:44466", + "right": "issue:45005", "accept": false, - "reason": "Both touch from_pretrained loading, but gguf_file breakage and unconditional model_info() in _patch_mistral_regex are different code paths." + "reason": "Close topic overlap around tied weights, but 44466 is a specific lm_head serialization inconsistency while 45005 is a broader translation-model tied-weights report; not clearly one bug." }, { "left": "issue:30064", @@ -6841,112 +6729,124 @@ "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP CPU-RAM-efficient loading." + "reason": "gguf_file loading breakage and an offline model_info() call in the mistral regex patch are different from different code paths." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import detection failure and a NoneType broadcast error in Trainer are different problems." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Gemma 4 processor loading depends on mistral_common's ReasoningEffort import, while the other is a Windows/ROCm torch.distributed dependency issue." + "reason": "A missing-PyTorch import error and a NoneType broadcast error in Trainer are unrelated." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC STE mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "DAC from_latents/STE mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Trainer.evaluate() after train() and Gemma4 PLE device mismatch under device_map='auto' are different failures." + "reason": "Auxiliary-loss normalization in MoE models and FSDP CPU RAM efficient loading are different bugs." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip bug." + "reason": "gguf_file loading failures and BLIP2 dtype propagation are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and a MacOS bus error in a CLIP model are unrelated." + "reason": "Generic AutoModel import error and MacOS bus error on a CLIP community model do not share the same root cause." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate lifecycle failure and Gemma4 PLE device mismatch are distinct issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "One is a processor/tokenizer regression around custom model code; the other is a Kimi-K2.5 tokenizer codec/mistral-regex regression." + "reason": "An isolated reproduction of an earlier issue is not the same as the Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures on different models; not the same underlying tokenizer bug." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and MLukeTokenizer task failures are unrelated tokenizer bugs." + "reason": "BigBird mask-token special-token registration and MLukeTokenizer task handling are unrelated." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "save_pretrained shard-size question and AutoProcessor kwargs forwarding are unrelated." + "reason": "Both are regressions around tokenizer/processor behavior, but one is processor.tokenizer access/images passthrough and the other is Kimi-K2.5 codec handling plus warning text; not the same bug." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero-probabilities in SigLIP2 and a processor.tokenizer regression are different model behaviors." + "reason": "SigLIP2 zero-probability outputs and processor.tokenizer regression 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:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-dependency errors, but tensorboard-without-TensorFlow and tensorflow_text mapping failures are different issues." + "reason": "Both are backend/import problems, but tensorboard-without-TensorFlow and tensorflow_text backend registration are distinct failure modes." }, { "left": "issue:24643", "right": "issue:27957", "accept": false, - "reason": "DeepSpeed weight-shape error and XLMRoberta FlashAttention2 support are unrelated." + "reason": "DeepSpeed weight-shape training error and XLMRoberta Flash Attention 2 are unrelated." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "BigBird mask-token registration and mDeBERTa BOS/EOS add_special_tokens regression are different tokenizer special-token bugs." + "reason": "BigBird special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer issues." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Chunked generation with compiled forward and recurrent-state reset with cache are separate generation/cache problems." + "reason": "Slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "BLIP2 dtype loading and RTDetrV2 output divergence are unrelated." + "reason": "BLIP2 dtype propagation and RTDetrV2 output changes are different bugs." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS CLIP bus error are not the same bug." + "reason": "Chunked generation with compiled forward and recurrent state reset in modular_qwen3_5 are different code paths and symptoms." } ] }, @@ -6960,7 +6860,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 22, "review_unit_count": 53, "status": "reviewed", @@ -7021,265 +6921,259 @@ ], "soft_pairs": [ "issue:44843|issue:44991", - "issue:44514|issue:45290", "issue:43531|issue:43742", + "issue:44514|issue:45290", "issue:43646|issue:43749", - "issue:43756|issue:46402", - "issue:43688|issue:45704", - "issue:43688|issue:45440", "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:43756|issue:46402", "issue:45491|issue:46002", "issue:43550|issue:43927", "issue:43688|issue:45701", + "issue:43550|issue:44361", "issue:44479|issue:44625", "issue:44464|issue:44977", - "issue:43550|issue:44361", "issue:43643|issue:44561", - "issue:41720|issue:44464", "issue:32090|issue:34567", + "issue:41720|issue:44464", "issue:44977|issue:46209", "issue:43577|issue:44554", - "issue:43577|issue:45588", - "issue:44466|issue:46050", - "issue:32090|issue:33666", "issue:43504|issue:43720", "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43742|issue:44821", "issue:43504|issue:43550", + "issue:43577|issue:45588", "issue:43504|issue:44610", - "issue:43742|issue:44821", - "issue:44554|issue:46365", "issue:43720|issue:43927", "issue:43262|issue:43295", + "issue:44554|issue:46365", "issue:43452|issue:44451", "issue:43606|issue:43927", "issue:45823|issue:46050" ], - "prepared_review_unit_hash": "35f52b83821daadacd5f48652e8c6a7ee0a463a68152f764ee0c12155144ddfd", + "prepared_review_unit_hash": "b32b8d0b19a7b18c6de47fe0977574e2c079fee81a6e8cb231f297f01ab75944", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37603, - "estimated_input_tokens": 9401, - "estimated_eval_tokens": 19058 + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated bugs across loading, tokenization, training, generation, and model-specific processor paths. The soft pairs look like surface-level similarity rather than the same underlying fix, so none should be merged.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue: the items span different subsystems and concrete failure modes, so there is no single bug that plausibly represents the cluster.", + "summary": "This cluster is highly heterogeneous: most items are unrelated issue reports that only share a broad subsystem (tokenization, chat templates, loading, MoE, etc.). I found no soft-edge pair that is clearly the same underlying bug/change, so no merges are justified from the provided evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set and has the strongest cross-reference signal, but this is only a weak fit because the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue anchor: even the closest-looking pairs are distinct enough that picking one representative issue would be misleading.", + "best_issue_reason": "issue:45701 is the best single issue to represent the cluster by breadth and inbound references, though the underlying reports are too diverse for a clean canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizer loading, but one is an offline Mistral regex/hub call bug and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta; different code paths." + "reason": "Both involve tokenizer loading/patching, but one is an offline Mistral regex issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both crash in apply_chat_template, but one is batched padding=False handling and the other is assistant tool-call messages with no content; distinct edge cases." + "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs a key error while loading MobileLLM-125M." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key-error loading are unrelated failures." + "reason": "Both hit apply_chat_template, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are different failure modes, not one shared bug." + "reason": "These are unrelated regressions: custom model initialization under v5.0 vs FSDP CPU RAM efficient loading." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Smollm3 RoPE-layer handling and Sam3 text encoder weight loading are separate model-specific issues." + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; similar area, different defect." }, { "left": "issue:43688", - "right": "issue:45704", + "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization in MoE models and a T5 RMSNorm memory leak are unrelated." + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a DeepSeekV3MoE implementation divergence." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:45704", "accept": false, - "reason": "Different model families and different defects: auxiliary-loss normalization vs remote/native implementation divergence." + "reason": "Completely different problems: MoE loss normalization vs a T5/apex RMSNorm memory leak." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer special-token registration vs config token-ID persistence after save/load are different bugs." + "reason": "Different model families and failures: Smollm3 RoPE-layer handling vs Sam3 text encoder weights not loading." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but the causes differ: Gemma3 sliding-window attention vs classification head init/checkpoint behavior." + "reason": "One is a Gemma3 sliding-window NaN bug; the other is NaNs in classification heads after checkout/init." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." + "reason": "One is a torch.compile/SDPA failure for Bamba-9B-v2; the other is a config/token-ID persistence bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "MoE auxiliary-loss normalization and tokenization version changes are not the same issue." + "reason": "Different issue types: MoE loss normalization vs a general tokenization-change report." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: Bamba torch.compile+SDPA vs an MLukeTokenizer AttributeError on tasks." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "A video-input regression in Qwen vision-language models and num_labels propagation in Qwen3.5 are different bugs." + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as a flash-attention generation regression." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Bamba SDPA/compile failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs flash-attention behavior in Qwen3.5." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig output and the other is removal of a helper breaking remote-code models; not one concrete bug." + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "CUDA assert on auto device mapping and chunked-generation inconsistency are different code paths and symptoms." + "reason": "Trainer broadcast TypeError vs TrainerState.num_input_tokens_seen not updating; unrelated Trainer bugs." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are separate Trainer bugs." + "reason": "A800 auto device-mapping cudaErrorAssert is unrelated to compiled-forward chunked generation inconsistency." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation issues in Qwen3.5 and FP8 inference failures on B200 are unrelated." + "reason": "Both are inference regressions, but one is Qwen3.5 flash-attention behavior and the other is FP8 inference on B200." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype loading and an MPS attention correctness issue do not share a concrete fix path." + "reason": "Different layers and devices: dtype propagation in Blip2 vs an MPS attention correctness issue." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-time issues, but one is Beit legacy-field handling and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "A dtype-loading bug and a flash-attention s_aux=None crash are distinct." + "reason": "Qwen2-VL multi-GPU training is unrelated to a GenerationMixin import error." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different bugs." + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Generic Trainer _gpu_broadcast TypeError and Qwen2-VL multi-GPU training are too broad to treat as the same bug." + "reason": "Different loader paths: MobileLLM key error vs AutoImageProcessor failing to load from URL." }, { "left": "issue:43504", - "right": "issue:43720", + "right": "issue:43550", "accept": false, - "reason": "Legacy field loading in Beit and BitNet packed-weight unpacking during accelerate loading are different root causes." + "reason": "Legacy-field loading bug vs torch.compile/SDPA failure are different code paths." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Different models and failures: Beit preset loading vs Bamba SDPA/compile behavior." + "reason": "Different failures: dtype not applied to Blip2 components vs flash_attention.py crashing on s_aux=None." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch are unrelated." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "Loading a specific model with a key error and loading AutoImageProcessor from URL are different loading paths." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "An MPS attention correctness bug and a Trainer import issue caused by datasets are unrelated." + "reason": "Unrelated preprocessing/model-metadata bugs: Beit legacy field vs OmDet-Turbo image size mismatch." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are not the same bug." + "reason": "Packed-weight loading failure vs custom token-ID persistence; different models and causes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer regression are different processor bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs Trainer import failure tied to datasets; no shared underlying defect." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading failures and inability to load a specific tokenizer/model are not the same underlying issue." + "reason": "General model/tokenizer loading with gguf_file is not the same as a specific ScandiBERT loading regression." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and DiaConfig token-ID loss are unrelated." + "reason": "CPU offload device mismatch for bark-small is unrelated to custom token-ID loss on config save/load." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 PLE device mismatch and sinq save/load quantization breakage are different defects." + "reason": "Device-map auto forward mismatch in Gemma4 PLE is unrelated to sinq quantized save/load breakage." } ] }, @@ -7293,7 +7187,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 23, "review_unit_count": 53, "status": "reviewed", @@ -7321,6 +7215,7 @@ "issue:43606", "issue:43646", "issue:43688", + "issue:43701", "issue:43720", "issue:43824", "issue:43825", @@ -7346,7 +7241,6 @@ "issue:45520", "issue:45759", "issue:45812", - "issue:45823", "issue:46002", "issue:46192", "issue:46209", @@ -7355,262 +7249,250 @@ "soft_pairs": [ "issue:33666|issue:36331", "issue:43994|issue:46192", - "issue:43525|issue:43572", "issue:44849|issue:46209", + "issue:43525|issue:43572", "issue:43278|issue:43688", "issue:43720|issue:44361", - "issue:44625|issue:46002", "issue:43493|issue:43825", + "issue:44625|issue:46002", "issue:28218|issue:33357", - "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44964|issue:45405", "issue:44849|issue:45357", "issue:44568|issue:45812", - "issue:44464|issue:46424", "issue:43493|issue:43844", - "issue:43540|issue:44977", - "issue:45200|issue:45229", - "issue:44488|issue:44843", "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43540|issue:44977", "issue:43278|issue:43844", - "issue:43334|issue:43572", "issue:43646|issue:44466", + "issue:44464|issue:46424", "issue:33357|issue:33666", - "issue:43334|issue:45759", - "issue:43257|issue:43299", + "issue:43334|issue:43572", "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:45759", "issue:43824|issue:44589", "issue:43927|issue:44361", "issue:43504|issue:43606", - "issue:45229|issue:45823", + "issue:43278|issue:43701", "issue:43572|issue:44291" ], - "prepared_review_unit_hash": "516889d22131dbf2fa51054fe07d354c468648fb8134919635bd66506cbff2d0", + "prepared_review_unit_hash": "6ee2d9e2d74b37ec63a15f3ac454f62d10552a5dfa1ad1e5422c53a07e7d8ec4", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37122, - "estimated_input_tokens": 9281, - "estimated_eval_tokens": 18818 + "serialized_chars": 37079, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidates are not a duplicate cluster: they span unrelated tokenizer, model-loading, training, config, inference, and documentation problems across many model families. I would not merge any soft pair.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "summary": "This cluster is mostly a heterogeneous set of Transformers issue reports across tokenization, config loading, multimodal models, and training/runtime regressions. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the closest thing to a canonical representative: it describes a broad, user-visible tokenizer regression that affects an entire model family, which is more central than the many narrow model-specific failures in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the set is broad and mostly unrelated.", + "best_issue_reason": "Issue 45812 is the strongest triage candidate overall because it is concrete, reproducible, and has the widest apparent blast radius among the listed reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Both are training-related, but one is Qwen2-VL multi-GPU usage and the other is a CustomTrainer signature regression; different bugs and code paths." + "reason": "Different failures: Qwen2-VL multi-GPU training vs a CustomTrainer compute_loss signature mismatch." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "One is a SigLIP2 model output-quality issue, the other is a preprocessing argument being ignored; no shared underlying failure." + "reason": "Different bugs: SigLIP2 inference mismatch vs return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both mention missing pad-token fields, but they affect different config classes and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "Unrelated: Qwen3.5 hidden-state behavior vs FP8 inference on B200." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and FP8 inference on B200 are unrelated issues." + "reason": "Both are missing-config-attribute regressions, but for different model families and different fields; not the same bug." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift at eval and auxiliary-loss normalization are separate model-behavior bugs." + "reason": "Different code paths: dtype drift in evaluation vs auxiliary-loss normalization." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading in BitNet and a tokenizer/task AttributeError are unrelated." + "reason": "Unrelated: packed-weight loading in BitNet vs a tokenizer AttributeError in MLukeTokenizer." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "One is config propagation for Qwen3.5, the other is NaNs in classification heads; different symptoms and paths." + "reason": "Different subsystems: SigLIP2 implementation discrepancy vs pipeline translation-task messaging." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + "reason": "Different symptoms and root causes: num_labels propagation vs NaNs in classification heads." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing behavior and a MacOS bus error in a CLIP model are not the same bug." + "reason": "No overlap beyond being issues in the library; tokenizer spacing and Mac bus error are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Model loading failure and a dependency-version bump are not duplicates." + "reason": "Same model family, but one is doc-example mistakes and the other is an implementation discrepancy; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "One is a docs/example page with multiple errors, the other is a core SigLIP2 implementation mismatch; not one concrete fix." + "reason": "Model loading failure vs a dependency version bump issue; unrelated." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug and incorrect save_pretrained key serialization are different regressions." + "reason": "Different Qwen3.5 bugs: hidden states vs incorrect visual encoder keys on save." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." - }, - { - "left": "issue:44464", - "right": "issue:46424", - "accept": false, - "reason": "Chunked generation with compiled forward and cache-length handling for quantized cache are unrelated." + "reason": "Both tokenizer regressions, but different models and different behaviors (special token insertion vs wrong token IDs)." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "A model-implementation discrepancy and a ZeRO-3 gradient anomaly are separate issues." + "reason": "Unrelated: SigLIP2 discrepancy vs gradient growth under DeepSpeed ZeRO-3." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Qwen3.5 flash-attention generation bugs do not share a concrete code path." + "reason": "Documentation/example errors are not the same as the processor.tokenizer regression." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Text-only mm_token_type_ids handling and Gemma4 multi-GPU OOM are unrelated." + "reason": "Different failures: model loading for cjvt/sleng-bert vs offline model_info lookup in tokenizer patching." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Model load failure for a specific checkpoint and an offline-mode bug in AutoTokenizer are different problems." + "reason": "Different issues: missing mm_token_type_ids defaulting vs GPU OOM in Gemma4 inference." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Docs/example mistakes and a regression around `processor.tokenizer` access are not the same underlying bug." + "reason": "Different Qwen model bugs: video input processing vs flash-attention generation behavior." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "A dtype change during evaluation and abnormal gradient growth under ZeRO-3 are distinct training issues." + "reason": "Different problem domains: evaluation dtype change vs DeepSpeed gradient instability." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Both involve missing pad-token config fields, but they are model-specific config regressions with different attributes and loaders." + "reason": "Custom model initialization breakage and tied-weight serialization are separate failure modes." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Custom model initialization breakage and device-dependent serialization of `lm_head.weight` are unrelated." + "reason": "Chunked generation inconsistency is not the same as cache max length being ignored except for quantized cache." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A bus error on MacOS and Qwen2-VL multi-GPU training are not the same failure mode." + "reason": "No shared underlying bug: Mac bus error on CLIP vs Qwen2-VL multi-GPU training." }, { "left": "issue:43334", - "right": "issue:45759", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-attribute theme, but different models, fields, and load paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Missing `pad_token_id` in Qwen3-VL and failure to unwrap `text_config` in composite Qwen 3.5/3.6 configs are different bugs." + "reason": "Unrelated low-level errors: float8 storage lookup vs flash_attn import on Python 3.13." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Different Qwen3 MOE loading regressions with different triggers and symptoms." + "reason": "Both involve Qwen MoE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev; not mergeable as one fix." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "An unsupported float8 storage type and a flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Different root causes: missing pad_token_id on Qwen3-VL text config vs not unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and float8 storage lookup failures are completely separate." + "reason": "ImportError for a class and float8 storage resolution are unrelated." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load token-ID loss and MLukeTokenizer task AttributeErrors are not the same bug." + "reason": "Different issues: DiaConfig save/load token IDs vs MLukeTokenizer task AttributeError." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field handling in Beit loading and a CPU offload device mismatch in bark-small are unrelated." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 OOM and Gemma4 device-map mismatch are both in the same model family but are different concrete failures." - }, - { - "left": "issue:45357", - "right": "issue:45759", - "accept": false, - "reason": "Incorrect visual-encoder keys on save and missing `text_config` unwrapping on from_config are different composite-model regressions." + "reason": "Legacy-field load failure and CPU offload device mismatch are unrelated." }, { - "left": "issue:43844", - "right": "issue:43688", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Gradient explosion under ZeRO-3 and auxiliary-loss normalization are distinct bugs." + "reason": "Different bugs: eval dtype regression vs resume_from_checkpoint key mismatch." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "A missing config field after v5 migration and an unexpected `_is_hf_initialized` argument in init_empty_weights are unrelated." + "reason": "Both are loading-related regressions, but the missing pad_token_idx problem is separate from the unexpected _is_hf_initialized argument issue." } ] }, @@ -7624,7 +7506,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 24, "review_unit_count": 53, "status": "reviewed", @@ -7641,11 +7523,9 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", "issue:42490", "issue:43065", - "issue:43278", "issue:43504", "issue:43540", "issue:43575", @@ -7653,13 +7533,12 @@ "issue:43606", "issue:43653", "issue:43696", - "issue:43701", "issue:43844", "issue:43873", - "issue:43957", "issue:43994", "issue:44112", "issue:44423", + "issue:44464", "issue:44493", "issue:44521", "issue:44554", @@ -7671,11 +7550,13 @@ "issue:45084", "issue:45198", "issue:45200", + "issue:45229", "issue:45290", "issue:45405", "issue:45406", "issue:45446", "issue:45520", + "issue:45584", "issue:45588", "issue:45823", "issue:46050", @@ -7684,11 +7565,12 @@ "issue:46369" ], "soft_pairs": [ - "issue:43278|issue:43701", + "issue:45229|issue:45823", "issue:43575|issue:45405", - "issue:44493|issue:46285", "issue:44792|issue:45405", "issue:43504|issue:43653", + "issue:44493|issue:46285", + "issue:44464|issue:45584", "issue:43606|issue:44112", "issue:43994|issue:44493", "issue:43873|issue:46050", @@ -7697,204 +7579,197 @@ "issue:44423|issue:44734", "issue:29942|issue:30333", "issue:42490|issue:43696", - "issue:45406|issue:46121", "issue:43844|issue:44964", "issue:28218|issue:34567", "issue:29159|issue:32090", + "issue:45406|issue:46121", "issue:45084|issue:45520", "issue:44554|issue:45446", - "issue:43582|issue:44977", "issue:15354|issue:38175", + "issue:43582|issue:44977", "issue:43540|issue:45200", "issue:45072|issue:45198", "issue:45200|issue:45823", - "issue:44521|issue:45290", - "issue:37428|issue:43957" + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "0878fbbede52490904ac9fa4ad05df24b3c95b20651a9e412256ffd205a0913d", + "prepared_review_unit_hash": "b90bc5648f01c4763c9d2abd47ec7c923b5146031c3476af13ae6da29ae32053", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35579, - "estimated_input_tokens": 8895, - "estimated_eval_tokens": 18046 + "serialized_chars": 34947, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it spans unrelated tokenizer, model-loading, serving, attention, quantization, and CI issues. None of the soft pairs look like true duplicates of the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too broad and the soft pairs do not share a common root cause.", + "summary": "This set is a heterogeneous grab bag of unrelated bugs across tokenization, serving, multimodal models, quantization, and CI. None of the soft pairs look like the same underlying issue/change, so no duplicate merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone bug report here because it is open, has the most inbound attention, and describes a concrete, reproducible multimodal chat-template failure.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Different problems: embedding dtype drift during eval vs resume_from_checkpoint key mismatch." + "reason": "Both involve Gemma4, but one is a multi-GPU OOM and the other is a device-mapping forward mismatch; different failures and fixes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to a PEFT version bump." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected position-id key behavior is not the same as CLIP text-model structural inconsistency." + "reason": "Completely different problems: tensor-parallel OOM versus an unreleased PEFT version requirement." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and PEFT minimum-version issue are unrelated." + "reason": "A Janus test failure and a dependency/version bump are unrelated." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy preset loading for BEiT segmentation is a different bug from BigBirdTokenizer special-token registration." + "reason": "Different subsystems and bug types: legacy field loading for Beit versus BigBird tokenizer special-token registration." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model structure/configuration regressions, but the concrete problems are different and not the same code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device behavior, but one is a CPU-offload mismatch and the other is a CI test regression." + "reason": "Both touch device behavior, but one is a real CPU offload mismatch and the other is a stale GraniteSpeech CI test." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Siglip2 bad outputs and unexpected position-id keys are different model-path failures." + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are different model/config regressions." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading behavior is not the same as broken save_pretrained/from_pretrained after sinq quantization." + "reason": "Quantization/offloading interaction is not the same bug as broken save/load round-tripping for sinq." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to quantized model serialization." + "reason": "Flash-attention sinkless-model crash and quantized save/load corruption are unrelated." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder is a different issue from a memory overflow in sam3-litetext." + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Two separate serve crashes with different symptoms and code paths: string .to() error vs KV-cache tensor indexing." + "reason": "Both are serving crashes, but they occur in different request paths with different root causes." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + "reason": "Flash Attention 2 CI failures and MLFlow reporting on failed jobs are unrelated." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Import warning for trailing-slash model paths is unrelated to GPT-oss CUDA OOM." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer is not the same as rope-parameter type conversion failing on a JSON list." + "reason": "Local-path import warnings have nothing to do with GPT-oss CUDA OOM." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient explosion and Phi-4 multimodal loading failure are different bugs." + "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure are different bugs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing in tokenizers is unrelated to TrainerState token-count tracking." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token counting." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency does not match a Trainer broadcast NoneType error." + "reason": "Slow/fast tokenizer inconsistency is unrelated to a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve processor missing _tokenizer and rope-params list handling are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation failure is unrelated to flash_attn import key errors on Python 3.13." + "reason": "Non-template node compilation and Python 3.13 flash_attn import mapping are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention PyTorch version check are distinct issues." + "reason": "MPS attention correctness and a PyTorch version guard for AuxRequest import are different concerns." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero probabilities do not share a code path." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "TorchScript GeneratorExp export error and Siglip2 zero-probability outputs are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe is different from Gemma4 mm_token_type_ids defaults." + "reason": "Qwen3OmniMoe video processing error and Gemma4 mm_token_type_ids defaulting are separate multimodal bugs." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in inference are not the same as Wav2Vec2 save/tokenization failures." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 token-type-id defaults and Gemma4 PLE device mismatch are separate model bugs." + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call messages without content." - }, - { - "left": "issue:37428", - "right": "issue:43957", - "accept": false, - "reason": "Flash-support import error and meta-device loading regressions are different issues with different triggers." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different underlying bugs." } ] }, @@ -7908,7 +7783,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 25, "review_unit_count": 53, "status": "reviewed", @@ -7968,6 +7843,7 @@ "issue:46285" ], "soft_pairs": [ + "issue:37428|issue:43957", "issue:43493|issue:43701", "issue:44186|issue:46192", "issue:43232|issue:44849", @@ -7975,231 +7851,237 @@ "issue:43295|issue:43450", "issue:45381|issue:46209", "issue:43295|issue:44610", + "issue:43295|issue:43873", "issue:43572|issue:44987", "issue:39692|issue:46192", - "issue:43295|issue:43873", "issue:44554|issue:45356", "issue:43572|issue:43957", "issue:45520|issue:46178", "issue:37428|issue:43824", "issue:44466|issue:45127", + "issue:43550|issue:43844", "issue:43950|issue:46285", "issue:44898|issue:45412", - "issue:43550|issue:43844", + "issue:43450|issue:43575", "issue:45200|issue:45325", "issue:43334|issue:43525", - "issue:43450|issue:43575", "issue:42490|issue:43493", "issue:42915|issue:43824", "issue:43824|issue:43975", - "issue:44792|issue:45563", "issue:43388|issue:43526", - "issue:28218|issue:35141", + "issue:44792|issue:45563", "issue:38175|issue:43493", + "issue:28218|issue:35141", "issue:43278|issue:43856" ], - "prepared_review_unit_hash": "bad98418b19254e26236040eecb911b778cb7d52f2b350f553baa8137f62a8c5", + "prepared_review_unit_hash": "d11ef8187a582e3f4a86a5beba35e86c12993d339d276b0d8547616f638650a7", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36717, - "estimated_input_tokens": 9180, - "estimated_eval_tokens": 18616 + "soft_pair_count": 30, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers bug reports across tokenization, multimodal processing, model loading, quantization, and generation. None of the soft pairs look like true duplicates; they mostly share broad subsystem vocabulary rather than the same concrete bug. The most representative issue is issue:43295 because it is a central regression report with several nearby similarity links, but it is only a cluster representative, not a duplicate of the others.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43295 is the most central representative in this set: it is a clear regression report, touches a user-facing multimodal code path, and has multiple similarity links to other processor/model-loading issues. It is still not a duplicate of the rest, just the best cluster anchor.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best single issue representative because it sits near several soft-linked reports and describes a concrete regression affecting custom multimodal model code.", - "best_pr_reason": null, + "summary": "This set is not a duplicate cluster: it spans many unrelated bugs across tokenization, model loading, generation, multimodal processors, and config regressions. I rejected all soft edges because none clearly describe the same underlying fix or code path.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is appropriate; the items are thematically broad but not the same bug, so there is no coherent duplicate target.", + "canonical_pr_reason": "No PRs are present in this set.", + "best_issue_reason": "No global best issue stands out as a representative duplicate source because the issues are unrelated and would not collapse into one fix.", + "best_pr_reason": "No PRs are present in this set.", "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are import/loading failures, but they involve different symbols and different code paths (flash attention helper vs model loading on meta device)." + }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "Different bugs: SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "Different failures: LayoutLMv2 tokenizer crash on NER/padding vs return_tensors being ignored when text_kwargs is passed." + "reason": "Both involve tokenizer/input handling, but one is a crash in LayoutLMv2 NER batching while the other is return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different generation bugs: sync_gpus kwargs handling vs Qwen3.5 output_hidden_states behavior." + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states are different generation/model bugs." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Different subsystems: Gemma4 device_map/PLE device mismatch vs tokenizer argument handling in processors." + "reason": "Gemma4 device-mismatch during forward is unrelated to return_tensors being ignored in processor kwargs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both involve multimodal code, but one is processor.tokenizer regression and the other is batched video processor shape output; not the same bug." + "reason": "Processor.tokenizer/image passthrough regression and batched video shape handling are different multimodal processor issues." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Different issues: Qwen2.5-VL vision_position_ids for video input vs FP8 inference failure on B200." + "reason": "Wrong Qwen2.5-VL vision position IDs and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to OmDet-Turbo processor producing the wrong image size." + "reason": "Custom model processor regression and OmDet-Turbo resolution mismatch are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior are unrelated." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both are load-time regressions, but one is missing pad_token_idx in StableLmConfig and the other is a model-loading failure for physical-intelligence/fast." + "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for physical-intelligence/fast do not share the same fix path." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 doc/example errors are unrelated to the tokenizer return_tensors bug." - }, - { - "left": "issue:43295", - "right": "issue:43873", - "accept": false, - "reason": "Custom processor/tokenizer breakage is unrelated to quantization offloading not working as expected." + "reason": "SigLIP2 documentation errors are unrelated to the processor kwargs/return_tensors regression." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different model-specific correctness bugs: MPS attention value-head issue vs Kimi-K2.5 tokenizer regression." + "reason": "MPS attention correctness and Kimi tokenizer codec handling are unrelated bugs." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Both are loading-related, but StableLmConfig pad token metadata and meta-device loading failures are distinct problems." + "reason": "Both are model/config loading issues, but one is a missing config attribute and the other is a meta-device loading regression." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Different import/backend problems: flash_attn import on Python 3.13 vs tensorflow_text backend mapping error." + "reason": "Different import guard failures in different backends; not the same underlying issue." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for completely different missing symbols and code paths." + "reason": "Both are import errors, but they refer to different missing names and different subsystems/models." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Different weight-serialization bug vs LoRA merge collapse with extended vocabulary." + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and gradient explosion with DeepSpeed ZeRO-3 are unrelated." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP class structure inconsistency." + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structure inconsistency are different regression classes." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver non-default resolution failure is unrelated to RT-DETR memory release behavior." + "reason": "Perceiver positional interpolation failure and RT-DETR memory release are unrelated." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Different training/runtime issues: torch.compile SDPA failure on Bamba vs gradient explosion under ZeRO-3." + "reason": "Video processor shape bug and tensor-parallel OOM on Qwen2 are not the same code path." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal position/defaulting bugs in different models; one is mm_token_type_ids defaults, the other is still-image temporal position_ids scaling." + "reason": "Both concern multimodal inputs, but one is missing mm_token_type_ids defaults and the other is incorrect vision_position_ids scaling." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom style, but different model families and code paths: Qwen3-VL vs Llama4Config pad_token_id." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Video processor shape bug and Qwen2-57B-A14B-instruct OOM are unrelated." + "reason": "Missing pad_token_id on different model configs is similar symptomatically but not the same concrete bug or fix." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Import warning for local paths ending with slash is unrelated to SigLIP2 implementation discrepancy." + "reason": "Path-trailing-slash import warning and SigLIP2 discrepancy are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3 MoE fine-grained FP8 failure is unrelated to Qwen2.5-VL import error." + "reason": "FineGrainedFP8Config failure and Qwen2.5-VL import error are different issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class and detokenization regression are different bugs." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "Failed janus image-generation test is unrelated to a stale generate() warning." + "reason": "Missing model import and incorrect detokenization are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern label handling, but one is gather_for_metrics truncation with tuple labels and the other is BeitImageProcessorFast reduce_labels behavior." + "reason": "gather_for_metrics label truncation and BeitImageProcessorFast reduce_labels behavior are both label-related but not the same bug." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer extra-space detokenization bug is unrelated to embedding reinitialization after resize." + "reason": "A failing Janus image-generation test and a stale warning about num_return_sequences are unrelated." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the HF-vs-JAX discrepancy report, even if related to the same model family." + "reason": "Unexpected zero probabilities in one model and a broader SigLIP2 implementation discrepancy are not clearly the same fix." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Embedding dtype changing to FP32 in eval is unrelated to Qwen3 MoE memory inefficiency." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." } ] }, @@ -8213,7 +8095,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 26, "review_unit_count": 53, "status": "reviewed", @@ -8277,234 +8159,234 @@ "issue:43653|issue:44112", "issue:43526|issue:46192", "issue:44442|issue:45198", - "issue:38175|issue:45412", - "issue:45290|issue:46326", "issue:43262|issue:43450", + "issue:45290|issue:46326", + "issue:38175|issue:45412", "issue:45520|issue:46170", - "issue:45759|issue:46285", "issue:44610|issue:44857", - "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:43827|issue:43901", "issue:44514|issue:44521", + "issue:44561|issue:46234", "issue:43819|issue:44112", - "issue:43827|issue:43901", "issue:44206|issue:45584", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43550", - "issue:43611|issue:46402", "issue:37428|issue:43425", "issue:43606|issue:45083", + "issue:43611|issue:46402", "issue:29942|issue:32090", "issue:44448|issue:44743", + "issue:43335|issue:43653", "issue:45200|issue:45588", "issue:45127|issue:45245", - "issue:43335|issue:43653", "issue:44855|issue:45083", "issue:37428|issue:44351", "issue:43550|issue:44112" ], - "prepared_review_unit_hash": "8df2be93658c732dfdb26259f0f020e777f698f619a69b91cd80bc51eaa08c08", + "prepared_review_unit_hash": "c917a97ad879a5a39a7b2d783bb2f73a6b8885f97068c777b94f7ceea54b3620", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36621, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad false-positive mix of unrelated Transformers issues: chat templating, tokenizer/model loading, vision/audio processors, import/platform regressions, and a few model-specific training/inference bugs. None of the soft pairs look like the same underlying bug or a mergeable PR-equivalent change.", - "confidence": 0.95, - "canonical_issue_reason": "No safe canonical issue: the apparent similarities are mostly superficial (shared APIs or broad subsystem names) and do not converge on one underlying defect.", + "summary": "This cluster is mostly heterogeneous: the pairings share only superficial vocabulary (flash attention, processor/template, model loading, or regression language) but describe different code paths and symptoms. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone report in the set: it has the most discussion/inbound references and a clear, user-facing repro for multimodal assistant masks. It is representative, but it should not absorb the other issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are GPU-related, but one is an auto device-mapping cuda assert on A800 and the other is FP8 inference failure on B200; different code paths and root causes." + "reason": "Both mention CUDA/FP8-style inference failures, but one is a Qwen3 auto device-mapping assert on A800 and the other is FP8 inference on B200; different hardware, failure mode, and likely code paths." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token decode bug vs a stale GraniteSpeech CI device-override test; different components and failure modes." + "reason": "Both are CI-related token/special-token problems, but one is a tokenizer decode issue from a missing registered mask token and the other is a stale device override test failure in GraniteSpeech." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated processor behaviors." + "reason": "One is a BeitImageProcessorFast bug in reduce_labels, the other is return_tensors being ignored when text_kwargs is passed; unrelated processor behaviors." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer vs wav2vec2 save_pretrained/tokenization failure; different tokenizer families and bugs." + "reason": "Both involve tokenization/saving, but one is AutoTokenizer failing to load FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save_pretrained/tokenization failure; different models and mechanisms." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs RT-DETR memory not released on delete; not the same underlying issue." + "reason": "One concerns audio processor chat-template sampling-rate defaults; the other is batched video processor output shape. Same general processor area, but not the same bug." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both involve apply_chat_template-like flows, but one crashes on assistant messages with tool calls and no content while the other is about continue_final_message for mistral_common tokenizers." + "reason": "Both are chat-template edge cases, but one crashes on assistant tool-call messages with no content and the other is a continue_final_message bug for mistral_common tokenizers; different inputs and logic." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Audio processor sampling-rate default bug vs video processor batched-shape bug; different modalities and code paths." + "reason": "Zero probabilities in SigLIP2 is a model output issue; RT-DETR memory not released is a lifecycle/memory management issue. No shared underlying defect." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError vs Windows ROCm torch.distributed dependency issue; unrelated platform/import regressions." + "reason": "Both are import/runtime dependency issues on specific platforms, but one is a Python 3.13 flash_attn import KeyError and the other is Windows/ROCm torch.distributed dependency breakage." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Qwen multimodal config unwrapping bug vs CLIP text-model structure inconsistency; different model families and different fixes." + "reason": "OmDet-Turbo processor input-size mismatch and LwDetrImageLoss AMP crash are unrelated: preprocessing/configuration vs numeric instability in loss computation." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "OmDet processor size mismatch vs LwDetrImageLoss AMP float16 crash; both are vision bugs but not the same defect." + "reason": "One is about AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; the other is CLIP text-model structural inconsistency. Both touch model wrappers, but not the same code path." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code models vs missing is_falcon_mamba_ssm_available export; different missing symbols." + "reason": "Both are docs issues around pipeline behavior, but one is v5 removal of pipeline references in summarization/translation docs and the other is outdated return_all_scores mention in text-classification docs." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Batched apply_chat_template crash with padding=False vs all-zero assistant_masks for multimodal inputs; related API area but different symptom and trigger." + "reason": "Both involve apply_chat_template on multimodal/batched inputs, but one crashes with padding=False on batched Qwen2_5_VLProcessor input and the other returns all-zero assistant masks; different failure surfaces." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "DAC.from_latents / STE mismatch vs GraniteSpeech stale device-override CI failure; unrelated bugs." + "reason": "One is trust_remote_code breakage from removing is_torch_fx_available; the other is a missing is_falcon_mamba_ssm_available symbol. Both are import-utils regressions, but not the same missing API." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both are docs issues, but they cover different deprecated APIs (pipeline removal vs return_all_scores); not duplicates." + "reason": "DAC.from_latents mismatch vs forward pass is a model-method consistency bug; GraniteSpeech stale device override is a CI test issue. No common underlying bug." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription behavior after align_special_tokens; different audio bugs." + "reason": "LasrFeatureExtractor unsupported center arg and Whisper empty transcription after align_special_tokens are both preprocessing/generation issues, but they affect different components and symptoms." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch vs qwen3_omni_moe feature-length helper behavior; no shared underlying code path." + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated internal logic bugs." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss vs D-FINE not using auxiliary losses when denoising is off; different training logic." + "reason": "LwDetrImageLoss AMP crash is a numeric/precision failure; D-FINE missing auxiliary losses when denoising is off is a training-loss configuration bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer creation bug vs Bamba torch.compile SDPA failure; different models and fixes." - }, - { - "left": "issue:43611", - "right": "issue:46402", - "accept": false, - "reason": "Base-model-prefix loading break in Transformers 5.0 vs Sam3Model text encoder weights not loading; both are loading issues but not the same one." + "reason": "SwitchTransformersConfig creating a sparse layer at zero sparse layers and Bamba torch.compile SDPA failure are both model-architecture issues, but not the same code path or defect." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Missing _flash_supports_window_size import vs broad Torch 2.10 incompatibility; one specific import regression, one version-compatibility report." + "reason": "One is a specific flash-attention helper import error; the other is a broad Torch 2.10 incompatibility report. Too general and not the same bug." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch in suno/bark-small vs qwen3_omni_moe output-length helper bug; unrelated subsystems." + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are unrelated; one is device placement, the other is shape/length calculation." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "base_model_prefix loading regression and Sam3Model text encoder weights not loading are both model-loading issues, but they concern different mechanisms and models." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures vs Trainer _gpu_broadcast_one NoneType TypeError; different failures and code paths." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated training/runtime failures with no shared code path." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output difference vs Qwen3.5 recurrent-state reset with cache; different model families and root causes." + "reason": "Pegasus v4/v5 output differences are a model behavior regression; qwen3_5 recurrent states resetting in cached seq_len>1 is a different state-management bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and BigBirdTokenizer special-token registration are unrelated; one is config construction, the other tokenizer metadata." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting bug vs flash_attention integration crash on s_aux=None; not the same issue." + "reason": "Gemma 4 mm_token_type_ids defaulting issue and flash_attention sink-less models crashing on s_aux=None are different multimodal/attention bugs with different APIs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab/tied embeddings vs a category-count limit error; unrelated failure modes." - }, - { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug; different components entirely." + "reason": "LoRA merging with extended vocabulary and the 2^24 category limit are unrelated model-editing vs categorical-encoding constraints." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 @torch.jit.script parsing error in DebertaV2Model vs qwen3_omni_moe helper behavior; no relation." + "reason": "Python 3.13 IndentationError in torch.jit.script parsing and qwen3_omni_moe feature-length helper behavior are unrelated; syntax/parsing vs helper logic." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Two import errors, but for different missing symbols (_flash_supports_window_size vs HybridCache); not duplicates." + "reason": "Both are import errors, but one is a missing flash-attention helper symbol and the other is missing HybridCache. Different APIs and likely fixes." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba torch.compile SDPA failure vs GraniteSpeech stale CI device override; unrelated bugs." + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override test failure are unrelated; one is runtime compilation, the other CI test staleness." } ] }, @@ -8518,7 +8400,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 27, "review_unit_count": 53, "status": "reviewed", @@ -8543,6 +8425,7 @@ "issue:43335", "issue:43504", "issue:43526", + "issue:43550", "issue:43606", "issue:43701", "issue:43720", @@ -8578,257 +8461,264 @@ ], "soft_pairs": [ "issue:43819|issue:44493", - "issue:44206|issue:45823", "issue:43335|issue:43504", + "issue:44206|issue:45823", "issue:43278|issue:43825", - "issue:45588|issue:45859", "issue:29127|issue:32090", + "issue:45588|issue:45859", "issue:39692|issue:43526", "issue:45290|issue:45381", "issue:45310|issue:45478", "issue:43335|issue:45083", - "issue:45459|issue:46234", "issue:39692|issue:44493", "issue:43720|issue:44112", "issue:44448|issue:44779", "issue:43335|issue:44112", + "issue:45459|issue:46234", "issue:43335|issue:45593", + "issue:34689|issue:35141", "issue:43606|issue:44857", "issue:42490|issue:43854", - "issue:34689|issue:35141", "issue:44360|issue:44561", + "issue:38175|issue:44493", "issue:44857|issue:45072", "issue:45920|issue:46192", - "issue:38175|issue:44493", "issue:28218|issue:32090", "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:44977|issue:45229", "issue:43701|issue:45083", + "issue:44977|issue:45229", "issue:43746|issue:46209", + "issue:32090|issue:33357", "issue:29942|issue:35141", - "issue:32090|issue:33357" + "issue:43550|issue:45083" ], - "prepared_review_unit_hash": "0c1f514c07c6bc608ae1e0ed8c7b5621ed678a62927dd7635426790f190be709", + "prepared_review_unit_hash": "5ee6ab5296588e352b1fe604e58425f350779808819675e0030e5dccea71f968", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36464, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37332, + "estimated_input_tokens": 9333, + "estimated_eval_tokens": 18922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a single duplicate family: it mixes tokenizer regressions, model-loading bugs, CI failures, config issues, and offload/dtype problems. The only clear duplicate pair is the two identical Qwen3.5 MoE from_pretrained reports (issue:45310 and issue:45478).", - "confidence": 0.9, - "canonical_issue_reason": "issue:45920 is the strongest representative issue: it is open, has the broadest impact, and describes a multi-model AutoTokenizer regression rather than a narrow one-off failure.", + "summary": "This set is mostly a collection of unrelated issue reports across different models and subsystems. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained failure report (issue 45310 and 45478); the rest are only superficially similar and do not look mergeable as the same bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue 45310 is the best canonical issue for the one true duplicate pair: it is the earlier, clearer report of the Qwen3.5 MoE from_pretrained failure and is matched by issue 45478 with the same title and underlying symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue to keep as the cluster representative because it covers a widespread v5 tokenizer regression across several models and has inbound references.", + "best_issue_reason": "issue 45310 is the strongest representative issue in this set because it has a direct duplicate and a focused, concrete failure mode; the other issues are distinct bugs or feature regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different bugs: DAC.from_latents/forward mismatch vs unexpected position_id keys across models." + "reason": "Different failures: DAC from_latents/STE mismatch vs model loading warnings about unexpected position_id keys." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Different components and failure modes: feature extractor center arg crash vs Gemma4 device mismatch." + "reason": "Unrelated model/config bugs: sparse-layer creation in SwitchTransformers vs BEiT legacy field loading." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Unrelated model/config bug vs legacy-field pretrained loading bug." + "reason": "Different code paths and symptoms: LASR feature extractor center arg crash vs Gemma4 device-map forward mismatch." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in train/eval is unrelated to a pipeline error-message regression." + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message issue." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both are offload-related, but one is a flash_attention aux-state crash and the other is a rotary-embedding CPU-offload incompatibility." + "reason": "LayoutLMv3 box-validation error and Trainer _gpu_broadcast_one NoneType error are distinct bugs." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different errors in different subsystems: LayoutLMv3 box validation vs Trainer GPU broadcast NoneType." + "reason": "Both touch Qwen-related attention/rotary code, but one is a flash_attention.py s_aux=None crash and the other is CPU-offload incompatibility in rotary embedding; not the same bug." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example problems do not match a BeitImageProcessorFast reduce_labels bug." + "reason": "Documentation/example errors are not the same underlying bug as BeitImageProcessorFast reduce_labels returning only one label." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash is unrelated to Qwen2.5-VL video position-id computation." + "reason": "Different multimodal chat/template bugs: tool-call content handling vs Qwen2.5-VL video vision_position_ids." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same underlying bug: identical Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0." + "reason": "Same bug reported twice with the same title and symptom: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." - }, - { - "left": "issue:45459", - "right": "issue:46234", - "accept": false, - "reason": "Tokenizer protobuf decode error hiding vs a missing import_utils symbol are different issues." + "reason": "Both involve model internals, but sparse-layer config creation is unrelated to _get_feat_extract_output_lengths behavior." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs example errors are unrelated to a position-id key mismatch." + "reason": "SigLIP2 docs/example problems are unrelated to unexpected position_id key warnings." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weights loading bug and GraniteSpeech CI stale override failure are different problems." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode than a stale GraniteSpeech device-override CI test." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are version regressions, but they affect different models and code paths." + "reason": "Both mention v4/v5 regressions, but Pegasus output drift and Deepseek tokenizer corruption are different concrete bugs." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "SwitchTransformers config creation bug is unrelated to GraniteSpeech CI device override behavior." + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI device-override issues are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent is unrelated to a missing import_utils availability helper." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss omission are different subsystems and fixes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision is not the same as embedding reinitialization after resizing token embeddings." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch is not the same as an AMP/CUDA loss crash." + "reason": "CPU offload device mismatch in Bark-small is unrelated to float16 AMP crashes in LwDetrImageLoss." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning is unrelated to the GLM-4.7-Flash test loading failure." + "reason": "Trailing-slash import warning and GLM-4.7-Flash test loading failure are distinct issues." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Model-loading breakage and embedding reinitialization after resize are different bugs." + "reason": "DSA indexer missing ReLU is unrelated to trust_remote_code breakage from removing is_torch_fx_available." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "DSA indexer architecture issue is unrelated to the removal of is_torch_fx_available." + "reason": "Unexpected zero probabilities in SigLIP2 do not match the unexpected position_id key regression." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different failures: LwDetrImageLoss AMP crash vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different dtype-related failures in different models/code paths; not the same concrete bug." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "AutoTokenizer wrong token IDs is not the same as return_tensors being ignored when text_kwargs is passed." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to position-id key warnings." + "reason": "Wrong token IDs in AutoTokenizer for many models is not the same as silently ignoring return_tensors when text_kwargs is passed." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to Trainer broadcast errors." + "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is a different issue from Qwen3.5 flash-attention generation failure." + "reason": "Pegasus output divergence and Qwen3.5 flash-attention generation failure are different model-specific regressions." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Flash-attention generation bug and multi-GPU OOM are distinct failure modes." + "reason": "resume_from_checkpoint key mismatch and Qwen3_omni_moe feature-length helper behavior are not the same bug." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are distinct failures." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are different issues." + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and MacOS bus error in CLIP loading are different issues." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures do not match an embedding resize reinitialization bug." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Trainer NoneType broadcast and MacOS bus error with CLIP are different code paths." + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to the Qwen3_omni_moe helper-function bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The cluster summary is conservative and matches the packet: it is mostly heterogeneous, and the only clearly identical duplicate pair is issue:45310 / issue:45478. The choice of issue:45920 as representative is reasonable given its broad multi-model v5 tokenizer regression title and inbound references." + "feedback": "Grounded overall and conservative in the soft-edge calls. The duplicate pair 45310/45478 is well supported by the matching title and symptom, and the remaining pairs are appropriately treated as non-mergeable distinct bugs." }, "evaluator_used": true, "retried": false, @@ -8839,7 +8729,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 28, "review_unit_count": 53, "status": "reviewed", @@ -8855,15 +8745,16 @@ "issue:27957", "issue:32090", "issue:33290", + "issue:33357", "issue:34689", "issue:37428", + "issue:39692", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", "issue:43412", - "issue:43550", "issue:43575", "issue:43653", "issue:43873", @@ -8871,6 +8762,7 @@ "issue:43976", "issue:44186", "issue:44206", + "issue:44361", "issue:44448", "issue:44466", "issue:44479", @@ -8880,10 +8772,8 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:44871", "issue:44977", "issue:44987", - "issue:45083", "issue:45198", "issue:45229", "issue:45245", @@ -8900,249 +8790,244 @@ ], "soft_pairs": [ "issue:44855|issue:46399", - "issue:43550|issue:45083", "issue:42490|issue:43575", "issue:10000|issue:15354", "issue:43927|issue:45698", "issue:44561|issue:44779", "issue:37428|issue:44987", "issue:43278|issue:43329", - "issue:43873|issue:45229", - "issue:44857|issue:45588", "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:43873|issue:45229", "issue:41720|issue:45229", - "issue:44977|issue:45563", + "issue:43278|issue:43381", "issue:44568|issue:45491", + "issue:44977|issue:45563", "issue:45372|issue:45588", - "issue:43278|issue:43381", - "issue:43412|issue:45588", "issue:45588|issue:45823", "issue:44448|issue:44466", + "issue:43412|issue:45588", "issue:45372|issue:45406", "issue:43976|issue:45440", - "issue:45198|issue:45803", "issue:25251|issue:32090", - "issue:45245|issue:45563", + "issue:45198|issue:45803", "issue:43653|issue:44743", + "issue:45245|issue:45563", "issue:32090|issue:33290", - "issue:44206|issue:44479", - "issue:44871|issue:44977", - "issue:44186|issue:45198" + "issue:42490|issue:43873", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:44206|issue:44479" ], - "prepared_review_unit_hash": "19b71d1e9e6c434daf4b3f30015cd676b2391e6268153198c8aa4338a6d96f22", + "prepared_review_unit_hash": "34c80fdb7a626b22defe42dcde4273e3e8adaf45669e9f917eeb3e03588a0f2f", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose overcluster of mostly unrelated bug reports; the soft pairs share superficial keywords but not the same concrete failure or fix path. No soft edge should be merged.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a clear duplicate hub; the cluster is heterogeneous.", + "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft pairs look like the same concrete underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45698 is the strongest anchor here: it is open, has substantial discussion/inbound attention, and describes a broadly useful save/load regression in `from_pretrained`/`save_pretrained` that is representative of a common bug class.", "canonical_pr_reason": null, - "best_issue_reason": "If an anchor is required, issue:45698 is the broadest and most discussion-heavy loading/serialization report, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "Issue 45698 is the best single triage candidate in this mixed set because it is active, well-scoped, and actionable, with clear user impact and enough context to drive follow-up work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both mention decorator/script-related failures, but one is a Python 3.13 import/parser issue and the other is a Qwen3.5 registration error; different code paths." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Torch.compile/SDPA crash in Bamba is unrelated to a feature-length helper behavior change in qwen3_omni_moe." + "reason": "Both mention decorator/parser-related failures, but they affect different code paths and models (`DebertaV2Model` import vs Qwen3.5 rotary kernel registration); not the same bug." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path trailing slash warning and multi-GPU TP OOM are different problems with no shared fix path." + "reason": "A trailing-slash import warning is unrelated to a Qwen2 tensor-parallel OOM; different symptoms and failure modes." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBERT error and ViT torch.jit GeneratorExp issue are unrelated model/export failures." + "reason": "German DistilBertModel raising an issue and a `torch.jit.script` GeneratorExp export problem are distinct model/export failures." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module; different serialization bugs." + "reason": "Both involve save/load behavior, but one is config token-ID persistence and the other is custom-module resolution after save; different underlying bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaks trust_remote_code, while DeepSeek tokenizer regression is a separate tokenizer behavior bug." + "reason": "Removal of `is_torch_fx_available` breaking trust-remote-code models is unrelated to Deepseek tokenizer output changes." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing flash-support import and loading physical-intelligence/fast may both touch model loading, but the titles indicate different failures and root causes." + "reason": "Both are loading failures, but the first is an import error for a missing flash-attention helper while the second is a model-specific load failure with no evidence they share the same code path." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval and undefined variables in the video token-count branch are unrelated." + "reason": "Embedding dtype drift during eval and a multimodal token-counting NameError are unrelated defects." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU CUDA OOM are not the same concrete bug." + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 vision model loading are different model/regression issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP loss crash and flash_attention s_aux=None crash are different subsystems and failures." + "reason": "AMP/CUDA crash in `LwDetrImageLoss` and flash-attention sink-less model crash are separate runtime failures." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Flash Attention 2 issue for XLM-R and Llama 3.2 model-loading regression are unrelated." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are both memory-related but not the same concrete bug or fix." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "cudaErrorAssert on auto device mapping is a different failure mode from an OOM during Gemma4 inference." + "reason": "Auto device-mapping cuda assert and Gemma4 multi-GPU OOM are distinct inference failures." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and a stale warning for num_return_sequences are unrelated." + "reason": "Eval-time dtype change and gradient-checkpointing-in-eval-mode are different configuration bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS omission and Gemma3 NaN embeddings under sliding-window attention are different bugs." + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings from sliding-window attention are unrelated." }, { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import failure and flash_attention s_aux handling are separate code paths." - }, - { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "BF16-to-FP32 dtype change and gradient-checkpointing-in-eval restriction are unrelated." + "reason": "Flash-attention generation regression and a stale warning in paged generate are not the same bug." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export guard/erfinv support problem is unrelated to the flash_attention None handling crash." + "reason": "Gemma4 processor import failure and flash-attention `s_aux=None` crash affect different layers and code paths." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is a flash-attention sink-less-model crash and the other is a device-mismatch forward bug; not the same fix." + "reason": "Both touch Gemma/attention internals, but one is a flash-attention crash and the other is a device-mismatch in PLE forward; not mergeable as one fix." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus v4/v5 output regression and tied-weight serialization inconsistency are distinct issues." + "reason": "Different-output regression for Pegasus and inconsistent `lm_head.weight` serialization are separate v5 regressions." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures and flash-attention sink handling are unrelated bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor import error and serve-time missing _tokenizer attribute are different root causes." + "reason": "Both mention Gemma4, but one is processor-loading import failure and the other is `transformers serve` missing `_tokenizer`; different code paths." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue and DeepSeekV3MoE divergence are unrelated." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare except swallowing errors are separate bugs." + "reason": "Python version compatibility and DeepSeekV3MoE parity divergence are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer _gpu_broadcast_one NoneType error do not share a concrete code path." + "reason": "Pipeline output shape change and Trainer `_gpu_broadcast_one` type error are unrelated." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Category-limit runtime error and stale warning for num_return_sequences are unrelated." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare `except:` swallowing errors are different bugs." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and Qwen3.5 recurrent-state reset bug are unrelated." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and a stale warning in paged generate are not the same issue." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and AdaFactor/DeepSpeed OOM are different training failures." + "reason": "Trainer broadcast type error and Adafactor+DeepSpeed OOM are distinct training failures." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen VL video-input regression are different components." + "reason": "Trailing-slash path import warning and quantization offloading behavior are too different to be duplicates." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are unrelated tokenizer bugs." }, { - "left": "issue:44186", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER inputs and Wav2Vec2 save/tokenization failure are separate tokenizer/model bugs." + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share the same underlying defect." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Same as above: runtime category limit vs stale warning are not the same underlying issue." + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation errors are different problems; one is runtime, the other docs/example correctness." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "BigBirdTokenizer decode bug and recurrent-state reset under cache are unrelated." + "reason": "Unsupported `center` argument in `LasrFeatureExtractor` and Qwen video-input regression are separate issues." } ] }, @@ -9156,7 +9041,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 29, "review_unit_count": 53, "status": "reviewed", @@ -9173,7 +9058,6 @@ "issue:33357", "issue:34567", "issue:35141", - "issue:39692", "issue:42490", "issue:42915", "issue:42994", @@ -9188,17 +9072,19 @@ "issue:43653", "issue:43701", "issue:43756", + "issue:43761", "issue:43824", - "issue:43873", + "issue:43931", "issue:43994", "issue:44186", "issue:44265", "issue:44279", - "issue:44361", + "issue:44387", "issue:44442", "issue:44462", - "issue:44464", "issue:44625", + "issue:44871", + "issue:44977", "issue:45072", "issue:45198", "issue:45372", @@ -9210,30 +9096,28 @@ "issue:45593", "issue:45712", "issue:45834", + "issue:45859", "issue:46121", - "issue:46369", - "issue:46399" + "issue:46369" ], "soft_pairs": [ - "issue:43611|issue:46121", - "issue:42490|issue:43873", - "issue:44361|issue:45198", - "issue:43065|issue:45412", "issue:29127|issue:34567", - "issue:33357|issue:39692", - "issue:45459|issue:45712", - "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44871|issue:44977", "issue:42915|issue:42994", + "issue:43065|issue:43994", "issue:43066|issue:44462", + "issue:45459|issue:45712", "issue:43278|issue:43575", - "issue:45372|issue:45459", "issue:29942|issue:30064", "issue:45412|issue:46369", + "issue:45372|issue:45459", "issue:43994|issue:45412", "issue:44265|issue:45198", "issue:43381|issue:43701", - "issue:43756|issue:45440", "issue:43653|issue:44442", + "issue:43756|issue:45440", "issue:43421|issue:45491", "issue:27957|issue:29942", "issue:29127|issue:33357", @@ -9241,240 +9125,242 @@ "issue:45440|issue:45593", "issue:43994|issue:46369", "issue:43526|issue:45834", - "issue:44464|issue:45584", - "issue:46121|issue:46399", "issue:43526|issue:44186", "issue:29127|issue:35141", "issue:44625|issue:45584", "issue:43575|issue:43701", - "issue:44442|issue:45072" + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "a553b2db2c508fc39388a5d308db8f6c9b997dc38b43d690cdb59bafb2d4c5b1", + "prepared_review_unit_hash": "eda2268056f6b6a1f8975ed01f1e7588bbadd6c8e55c680fb383f3efadc50298", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36897, - "estimated_input_tokens": 9225, - "estimated_eval_tokens": 18706 + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated Transformers bug reports across tokenizers, quantization/offloading, model loading, vision processors, training state, and generation. I don\u2019t see any soft pair that looks like the same underlying bug or change, so no duplicate merges are justified.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the strongest representative here: it has substantial discussion/inbound references, a concrete reproducible runtime bug, and broad user impact around quantization/offloading.", + "summary": "These issues are broadly heterogeneous and do not form a duplicate cluster. They span tokenizer, model-loading, quantization, vision, training-state, and memory-regression topics with no shared underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is a grab-bag of unrelated bugs with no shared root cause or common fix path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster because it is well-scoped, actively discussed, and broadly relevant compared with the more niche reports in the set.", + "best_issue_reason": "No single issue is a good global representative for deduping; none subsumes the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46121", - "accept": false, - "reason": "Different failures: model loading with base_model_prefix vs rope-parameter validation on a JSON-loaded list." - }, - { - "left": "issue:42490", - "right": "issue:43873", - "accept": false, - "reason": "Trailing-slash local path import warning is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Different tokenizer/model code paths: MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure." + "reason": "Different subsystems: LayoutLMv3 error-message clarity vs TrainerState token-count tracking." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory release are distinct bugs in different models." + "reason": "Sam3PixelDecoder dummy Conv2d placeholder vs RT-DETR memory not being released." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "LayoutLMv3 box validation messaging and TrainerState token counting are unrelated." + "reason": "base_model_prefix loading regression vs rope-parameter JSON list TypeError." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "MacOS bus error with a community CLIP model is not the same as SigLIP2 docs/model mismatch." + "reason": "Gemma-3 EOS config mismatch vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Tokenizer protobuf exception masking and leftover dummy classes are unrelated maintenance issues." + "reason": "Qwen3Moe FP8 config failure vs quantized-model saving failure." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Quantization config failure during load and quantized model saving failure are different stages with different root causes." + "reason": "Sam3PixelDecoder dummy layer issue vs SigLIP2 produces nonsensical outputs." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is a different bug from ignoring tokenizer.json in the repo." + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "BF16/FP32 dtype drift in eval is unrelated to Qwen2-57B TP loading OOM." + "reason": "Tokenizer error masking due to missing protobuf vs leftover dummy classes in dummy_pt_objects.py." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Gemma processor import failure from ReasoningEffort and hidden tokenizer errors from protobuf absence are different problems." + "reason": "Embedding dtype drift in eval vs Qwen2-57B TP loading OOM." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void-segmentation-map processing failures are unrelated." + "reason": "Flash Attention 2 test failures vs void segmentation-map processing failure." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but RT-DETR GC behavior and SAM3 model memory overflow are different bugs." + "reason": "RT-DETR garbage-collection leak vs Sam3-litetext memory overflow." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import for Gemma 4 processor vs protobuf-hidden tokenizer errors." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are not the same code-path problem." + "reason": "SigLIP2 inference corruption vs RT-DETR memory leak." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization errors." + "reason": "torch.export incompatibility with torch_compilable_check vs Wav2Vec2 save/tokenization failure." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are separate training issues." + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Smollm3 RoPE layer-count mismatch and DeepSeekV3 implementation divergence are different model-specific bugs." + "reason": "BigBirdTokenizer mask-token registration bug vs FastSpeech2ConformerTokenizer load failure." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." + "reason": "Smollm3 RoPE-layer count bug vs DeepseekV3MoE implementation divergence." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are unrelated." + "reason": "TokenizerBackend post-processor update bug vs Gemma3 NaN embeddings on mixed-length batches." }, { "left": "issue:27957", "right": "issue:29942", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and failing Flash Attention 2 tests are not the same concrete bug." + "reason": "XLMRoberta FlashAttention2 support request vs failing FA2 tests; not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error are unrelated." + "reason": "LayoutLMv3 error clarity vs CLIP MacOS bus error." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import error and generic dependency issue do not share a concrete root cause." + "reason": "Qwen2_5_VL import error vs generic dependency issue." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss logic." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and SAM3-LiteText memory overflow are distinct issues." + "reason": "SigLIP2 wrong outputs vs Sam3-litetext memory overflow." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index error are different failures." - }, - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." - }, - { - "left": "issue:46121", - "right": "issue:46399", - "accept": false, - "reason": "RoPE validation TypeError from a loaded list and missing-decorator crash on rotary-pos embedding registration are different bugs." + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 OCR index error." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and LayoutLMv2Tokenizer NER/padding crashes are unrelated tokenizer/processor bugs." + "reason": "BeitImageProcessorFast reduce_labels bug vs LayoutLMv2Tokenizer NER/padding crash." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box error handling and output embedding reinitialization in post_init are unrelated." + "reason": "Unclear LayoutLMv3 error message vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after token alignment are unrelated." + "reason": "Qwen3.5 num_labels propagation vs Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP loading OOM for Qwen2-57B and resume_from_checkpoint key mismatch are distinct training/runtime issues." + "reason": "Qwen2-57B TP OOM vs checkpoint key mismatch." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "AutoTokenizer failing FastSpeech2ConformerTokenizer vs bfloat16 dtype mismatches." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning vs gradient-checkpointing eval-mode limitation." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B TP OOM vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." } ] }, @@ -9488,7 +9374,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 30, "review_unit_count": 53, "status": "reviewed", @@ -9506,7 +9392,6 @@ "issue:35141", "issue:42175", "issue:42490", - "issue:42915", "issue:43232", "issue:43262", "issue:43316", @@ -9517,7 +9402,6 @@ "issue:43525", "issue:43526", "issue:43531", - "issue:43575", "issue:43611", "issue:43646", "issue:43720", @@ -9529,257 +9413,252 @@ "issue:44077", "issue:44079", "issue:44206", - "issue:44387", "issue:44442", "issue:44464", + "issue:44479", "issue:44743", "issue:44811", "issue:44857", "issue:44898", "issue:44977", "issue:45003", + "issue:45216", "issue:45245", "issue:45440", "issue:45479", "issue:45491", "issue:45588", - "issue:45859", "issue:45907", - "issue:46234" + "issue:46121", + "issue:46234", + "issue:46399" ], "soft_pairs": [ - "issue:43761|issue:45859", - "issue:42915|issue:43931", - "issue:42490|issue:43381", - "issue:43575|issue:44387", "issue:43526|issue:44857", + "issue:46121|issue:46399", "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:44464|issue:45491", "issue:43262|issue:44206", "issue:27957|issue:29127", - "issue:43452|issue:45588", "issue:44743|issue:44811", + "issue:43452|issue:45588", "issue:27957|issue:33290", "issue:43646|issue:44077", "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:44062|issue:45907", "issue:33290|issue:34567", - "issue:33290|issue:35141", "issue:43381|issue:43873", "issue:44442|issue:44898", "issue:45003|issue:45440", "issue:43723|issue:45479", - "issue:43761|issue:44079", "issue:42490|issue:44743", "issue:43316|issue:43525", - "issue:42175|issue:46234", + "issue:43761|issue:44079", "issue:34689|issue:43611", + "issue:42175|issue:46234", "issue:43720|issue:44442", - "issue:43232|issue:43388" + "issue:43232|issue:43388", + "issue:44077|issue:44479", + "issue:43931|issue:45216" ], - "prepared_review_unit_hash": "117e02343e060122143bce5c461caeb75962850f7654602043f0975d3f4b169b", + "prepared_review_unit_hash": "7cbf9ab5e4c729d27b506114811c13673f22e7f93aa4af925217f09d1a9bc383", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36424, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "soft_pair_count": 28, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of Transformers issues spanning unrelated bugs (loading, generation, quantization, processors, config/API regressions). I don\u2019t see any convincing duplicate pairs; the soft edges are mostly same-subsystem, not same underlying defect.", + "summary": "This is a noisy cluster of mostly unrelated issues; none of the soft pairs look like the same underlying bug or change, and there are no PRs to consider.", "confidence": 0.98, - "canonical_issue_reason": "Issue #43873 is the most discussion-heavy and broadly user-impacting item here, so it\u2019s the best representative if one issue must stand in for the set.", + "canonical_issue_reason": "If a single representative is needed, issue 33290 is the most connected item in the set, but it is not a true duplicate hub because the surrounding issues cover unrelated bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the highest activity and inbound references, and its quantization/offloading regression is a prominent, high-impact user problem.", + "best_issue_reason": "Issue 33290 is the least-bad cluster representative by soft-link degree, but its Deepspeed/Adafactor OOM report does not match the other issues closely enough to serve as a real canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:45859", - "accept": false, - "reason": "Both are model-related regressions, but one is CLIP hidden-states behavior and the other is CPU-offload compatibility in Qwen3_5Moe; different code paths and fixes." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Same Qwen3 family, but one is a FineGrainedFP8Config failure and the other is a model shape-mismatch loading error for Qwen3-VL; not the same bug." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "One is a local-path import warning, the other is a gradient-checkpointing eval-mode limitation; unrelated behaviors." - }, - { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both mention OOM, but the causes differ: tensor-parallel loading of a specific model vs increased reserved memory under int4 quantization." + "reason": "Different failures: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Different image-processing/model-loss bugs with no shared concrete failure mode." + "reason": "Different code paths: rope validation TypeError vs Qwen3.5 kernel registration crash." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both involve Qwen3 variants, but one is a missing config attribute during load and the other is a sliding-window state-reset bug." + "reason": "Qwen3-VL pad_token_id loading error is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Completely different failures: flash-attention generation bug vs category-count overflow." + "reason": "Flash-attention generation regression is unrelated to the 2^24 category limit error." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Different generation/attention issues in different models; no shared code-path problem." + "reason": "Compiled forward chunked generation inconsistency is not the same bug as Gemma3 NaNs from sliding-window padding." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio processor regressions, but one is a chat-template sampling-rate default and the other is an unsupported `center` argument in a feature extractor." + "reason": "Audio chat-template sample-rate defaulting is unrelated to the unsupported center-arg crash in the feature extractor." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Unrelated: XLM-RoBERTa flash-attention support vs a LayoutLMv3 error-message clarity issue." + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box error messaging are different issues." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Tokenizer/model loading with gguf is unrelated to a flash-attention `s_aux=None` crash." + "reason": "Recurrent-state reset in caching is unrelated to Whisper batch_decode skipping special tokens." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3.5 cache state reset vs Whisper batch_decode skip_special_tokens handling." + "reason": "GGUF loading for tokenizer/model APIs is a different problem from the flash_attention s_aux=None crash." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "No concrete overlap beyond being user-facing bugs; flash-attention support and deepspeed Adafactor OOM are unrelated." + "reason": "XLMRoberta flash-attention support and Adafactor/DeepSpeed OOM are not the same bug." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch model initialization, but one is a broad v5 custom-model breakage and the other is a specific `patchtsmixer` post_init policy issue." + "reason": "Custom model init breakage in v5 is broader and distinct from patchtsmixer's post_init policy issue." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different problems and models; shared OOM/loading wording is too broad to merge." + "reason": "OOM during Adafactor training is unrelated to Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM does not match the token-embedding reinitialization bug after resize." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenization `AddedToken` argument duplication is unrelated to `list_repo_files` revision forwarding." + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM under deepspeed Adafactor vs trainer token-count bookkeeping; no shared bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Both mention training/model internals, but one is optimizer OOM and the other is embedding reinitialization in `post_init`." + "reason": "OOM with DeepSpeed/Adafactor is not the same as TrainerState num_input_tokens_seen not updating." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Both are training/runtime behavior issues, but gradient-checkpointing-in-eval and quantization offloading are distinct code paths." + "reason": "Gradient checkpointing in eval mode and quantization offloading are different failure modes." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure vs image-classification resolution/interpolation failure; unrelated." + "reason": "AutoTokenizer loading a tokenizer and Perceiver non-default-resolution inference are unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe `sys.modules` access and DeepSeekV3 implementation divergence are different defects." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer-loading regression and single-label classification zero-loss bug are unrelated." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIP hidden-states output regression is unrelated to `ModelOutput` key assignment semantics." + "reason": "AutoTokenizer loading in v5 and degenerate single-label classification loss are unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Import-path warning and Qwen recurrent-state reset are unrelated." + "reason": "Local-path trailing-slash import warning has no relation to recurrent-state reset in generation." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both concern config API differences, but they are different model families and different missing attributes." + "reason": "Gemma3TextConfig API discrepancy and missing Llama4Config pad_token_id are similar in theme but not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Packaging/backend dependency issue vs missing utility export; not the same underlying change." + "reason": "CLIPVision hidden_states output regression is distinct from ModelOutput key assignment behavior." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are model-loading regressions, but they affect different versions and different failure mechanisms." + "reason": "Llama 3.2 Vision loading regression is different from the base_model_prefix loading issue." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging extra omission is unrelated to the missing import_utils helper." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading under accelerate is unrelated to tokenizer loading for FastSpeech2ConformerTokenizer." + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2Conformer tokenizer loading." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs synchronization and metric-gathering label truncation are different pipeline bugs." + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 video-input regression do not share the same code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is different from an incorrect checkpoint saved by save_pretrained." } ] }, @@ -9793,7 +9672,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 31, "review_unit_count": 53, "status": "reviewed", @@ -9821,6 +9700,7 @@ "issue:43643", "issue:43650", "issue:43701", + "issue:43716", "issue:43742", "issue:43749", "issue:43761", @@ -9828,7 +9708,6 @@ "issue:43827", "issue:43873", "issue:43931", - "issue:44077", "issue:44188", "issue:44190", "issue:44442", @@ -9841,7 +9720,6 @@ "issue:44913", "issue:44987", "issue:45137", - "issue:45216", "issue:45290", "issue:45632", "issue:45698", @@ -9853,211 +9731,217 @@ "issue:46424" ], "soft_pairs": [ - "issue:43931|issue:45216", "issue:43761|issue:44188", - "issue:44077|issue:44479", "issue:44987|issue:46178", "issue:43493|issue:43827", - "issue:44464|issue:46421", - "issue:44442|issue:45803", "issue:43873|issue:44871", + "issue:44442|issue:45803", "issue:42907|issue:45698", + "issue:44464|issue:46421", "issue:43749|issue:43931", "issue:43643|issue:44913", - "issue:44479|issue:45290", "issue:43316|issue:45759", + "issue:44479|issue:45290", "issue:44855|issue:45137", "issue:44190|issue:44496", "issue:43650|issue:46202", - "issue:45632|issue:46424", - "issue:25251|issue:28282", "issue:43295|issue:43825", + "issue:25251|issue:28282", "issue:43550|issue:43701", - "issue:42617|issue:43575", "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:45632|issue:46424", "issue:43575|issue:43742", + "issue:27957|issue:32090", "issue:16998|issue:22355", - "issue:43065|issue:44617", - "issue:27957|issue:32090" + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "2cc4cc5c15341c228229963ce08a4c0f1edff785f61851a42f560018888c91c1", + "prepared_review_unit_hash": "94365233add8bb15a1e3fe227f12ca46866ac5b4f588eab88a8e0d383f346d84", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35305, - "estimated_input_tokens": 8827, - "estimated_eval_tokens": 17910 + "serialized_chars": 34687, + "estimated_input_tokens": 8672, + "estimated_eval_tokens": 17600 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the paired items span unrelated model-loading, configuration, pipeline, cache, compilation, and docs issues. I do not see any true duplicate groups here; all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate target stands out. If forced to pick a representative, issue 45698 has the most discussion/inbound references, but it is not a duplicate hub for the rest of this cluster.", + "summary": "This cluster is a set of semantically similar but mostly unrelated Transformers issues. The soft pairs share broad themes (loading, caching, configs, multimodal regressions), but none describe the same concrete bug or change, so no duplicates should be collapsed.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span many different bugs/regressions across distinct code paths, so there is no safe duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the strongest representative only by activity and recency, not because it matches the others. It is the most visible issue in an otherwise unrelated set.", + "best_issue_reason": "No strong representative issue: the cluster is too heterogeneous for one issue to stand in for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Different failures: Qwen3-VL weight-shape mismatch on load vs a Qwen3.5 save_pretrained regression." - }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different code paths: CLIPVisionModel hidden_states bug vs attention-kernel divergence under torch.compile." - }, - { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "Unrelated: patchtsmixer post_init validation vs a v5.3.0 video-input regression in Qwen/VL models." + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Different problems: loading a specific model on transformers>=5.1.0 vs an unsupported tensorflow_text backend mapping error." + "reason": "Model load failure for a specific repo is different from the backend-mapping error for tensorflow_text." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "One is a SigLIP2 implementation mismatch; the other is stale docs referencing pipeline() after removals." + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after v5 removals." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both touch generation/compile, but one is incorrect outputs and the other is spurious recompilation from cache initialization." + "reason": "Quantized offloading/cache behavior is a different bug from Gemma eos_token_id inconsistency." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure vs tensor-conversion exception handling; not the same bug." + "reason": "Tokenizer loading failure is unrelated to Fuyu's broad exception handling in convert_to_tensors()." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Different features: quantization/offloading cache behavior vs Gemma eos_token_id config mismatch." + "reason": "Saving dequantized models is not the same as loading the wrong custom module after save_pretrained()." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Saving a dequantized model is different from loading the wrong custom module after save_pretrained." + "reason": "Chunked-generation output inconsistency is different from cache lazy-init causing recompilation." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading failure vs Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading is a different failure mode from Qwen3-VL weight-shape mismatch." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields with trust_remote_code on AutoConfig is not the same as rotary_pct resetting on reload." + "reason": "Missing fields with trust_remote_code is not the same as GPTNeoX rotary_pct resetting on reload." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Video-input regression across models vs chat-template crashes on assistant tool-call messages." + "reason": "Both involve config APIs, but Gemma3TextConfig discrepancy and Qwen text_config unwrapping are distinct bugs." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Both involve config APIs, but Gemma3TextConfig discrepancy and Qwen multimodal text_config unwrapping are distinct bugs." + "reason": "Video-input regression in Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error vs a DeepSpeed ZeRO3 deque IndexError; unrelated failures." + "reason": "Python 3.13 torch.jit parsing failure is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is not the same as an unrecognized custom model config." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Unrelated; one is a vague data request, the other is a Gemma pipeline roundtrip failure." + "reason": "A placeholder/data issue is unrelated to Gemma pipeline roundtrip tokenization failure." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to max_cache_length behavior in quantized cache." + "reason": "Processor/tokenizer regression is different from an incorrect pipeline support error message." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change is unrelated to a missing PyTorch dependency import error." + "reason": "top_k nesting behavior in pipeline has nothing to do with missing PyTorch installation." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Processor/tokenizer regression is different from an incorrect translation-support error message after pipeline removals." + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch is a different bug from checkpoint key handling." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen2 TP OOM are different loading/execution problems." + "reason": "3d_parallel.py execution problems are not the same as Qwen2 tensor-parallel OOM." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length being honored only for quantized cache." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "TP OOM while loading Qwen2-57B is not the same as a key error loading MobileLLM-125M." + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to a MobileLLM config/key loading error." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta FlashAttention support is unrelated to Trainer's NoneType GPU broadcast error." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question for DeBERTa-V3 is unrelated to a transformers.onnx import error." + "reason": "model_max_length confusion for DeBERTa-V3 is unrelated to a missing transformers.onnx module." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a different bug from Sam3Video CUDA OOM." + "reason": "Gemma3TextConfig API mismatch is unrelated to a dtype mismatch between image preprocessor and model." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer regression is different from the Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "XLMRoberta flash-attention support and a Trainer _gpu_broadcast_one NoneType error are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." } ] }, @@ -10071,7 +9955,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 32, "review_unit_count": 53, "status": "reviewed", @@ -10082,7 +9966,6 @@ "cluster_id": "cluster-10000-451", "nodes": [ "issue:41950", - "issue:43295", "issue:43316", "issue:43388", "issue:43404", @@ -10097,7 +9980,6 @@ "issue:43646", "issue:43673", "issue:43688", - "issue:43716", "issue:43761", "issue:44077", "issue:44162", @@ -10117,8 +9999,10 @@ "issue:44977", "issue:45127", "issue:45200", + "issue:45381", "issue:45406", "issue:45542", + "issue:45563", "issue:45584", "issue:45698", "issue:45803", @@ -10131,248 +10015,245 @@ "issue:46421" ], "soft_pairs": [ - "issue:43316|issue:43716", "issue:43540|issue:44514", - "issue:43295|issue:44871", - "issue:44871|issue:45584", "issue:43316|issue:44877", "issue:44610|issue:46369", "issue:44162|issue:44792", + "issue:44871|issue:45584", "issue:44077|issue:44534", - "issue:43404|issue:43441", "issue:45803|issue:46365", + "issue:43404|issue:43441", "issue:45803|issue:46170", "issue:44871|issue:46050", "issue:41950|issue:43475", "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:43761|issue:44479", - "issue:43388|issue:43688", "issue:45127|issue:45200", - "issue:43673|issue:44743", + "issue:43388|issue:43688", "issue:43572|issue:46178", + "issue:43673|issue:44743", "issue:44617|issue:45584", "issue:43504|issue:45698", - "issue:43673|issue:46421", "issue:44734|issue:45406", "issue:45542|issue:46234", + "issue:43673|issue:46421", "issue:43525|issue:43531", "issue:44792|issue:44977", - "issue:43761|issue:44242" + "issue:45381|issue:46369", + "issue:43761|issue:44242", + "issue:45563|issue:45584" ], - "prepared_review_unit_hash": "edd3bfea7e291fa14a077a231fa7d0d0f4e0a1b684b4c754056bccc052cacaa8", + "prepared_review_unit_hash": "a69223c7fefbfc80bebface4901243b4c9b6e3c6ba2f23a63bd64ce705898f08", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36170, - "estimated_input_tokens": 9043, - "estimated_eval_tokens": 18342 + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are related by broad Transformers/multimodal regression themes, but they describe distinct model- or API-specific bugs. The only strong duplicate-like pair is the chunked-prefill cache regression (43673/46421).", - "confidence": 0.86, - "canonical_issue_reason": "issue:46421 is the clearest root-cause-focused description of the shared chunked-prefill cache lazy-initialization regression; issue:43673 reads like an earlier symptom report.", + "summary": "The items are mostly distinct Transformers regressions across different model families and code paths. None of the soft-paired issues look like true duplicates; they share only broad themes like loading, generation, or cache handling.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45698` is the strongest representative: it is open, broadly impacts custom model serialization/loading after `save_pretrained`/`from_pretrained`, and has the highest discussion activity among the open candidates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46421 is the best representative because it names the underlying cache-lazy-init problem and the triggering path more precisely than the sibling report.", + "best_issue_reason": "`issue:45698` is the best global issue to anchor this cluster because it describes a high-impact, reusable failure mode affecting custom modules across many models rather than a narrow model-specific regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Related config/model mismatch theme, but different models and different failure modes." - }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen video/processor bugs, but the concrete failures differ." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor-tokenizer regression vs Gemma eos-token-id config mismatch; not the same bug." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated model/config issue vs Whisper empty-transcription failure." + "reason": "Both are video-related, but they affect different model stacks and different failure modes: Qwen3OmniMoe video processing vs Qwen2.5-VL batched chat template padding behavior." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but they affect different model families and code paths." + "reason": "Both concern config handling, but one is a Gemma3TextConfig API mismatch and the other is a Granite Speech loading/strict-config issue; not the same bug." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different subsystems: image-size mismatch vs SAM3 litetext memory overflow." + "reason": "Different models and symptoms: OmDet-Turbo input-size mismatch vs Sam3 LiteText memory overflow." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Different models and symptoms; one is ESM2 breakage, the other a Janus image-generation test failure." + "reason": "Unrelated model areas and failures; ESM2 workflow breakage is not the same as a Janus image-generation test failure." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Unrelated bugs: optional post_init enforcement vs non-persistent buffer junk." + "reason": "Both involve generation edge cases, but Gemma-3 EOS config inconsistency and Whisper empty-transcription failure are distinct code paths and model families." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different Mistral/Ministral issues and different failure mechanisms." + "reason": "One is about optional `post_init` in patchtsmixer, the other about non-persistent buffer initialization in v5; no shared underlying bug." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Both affect imports, but one is Fuyu tensor conversion and the other is Trainer/datasets import interference." + "reason": "Bare `except` in Fuyu tensor conversion is unrelated to Trainer import failure involving `datasets`." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are separate problems, not one fixable code-path." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is unrelated to the Windows/ROCm torch.distributed import problem." + "reason": "A tensor conversion exception bug is unrelated to Windows/ROCm import errors from `torch.distributed` dependency handling." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma token-id config mismatch vs quantized-model save/load corruption." + "reason": "Gemma-3 EOS token config mismatch and sinq quantized model save/load corruption are different serialization/generation bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Both are video/SAM3-adjacent, but one is processor selection and the other is a missing encoder attribute." + "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM 3 Video missing output attribute." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different load-time failures: gguf path handling vs missing model_type in config.json." + "reason": "Both are model-loading issues, but gguf filename handling and missing `model_type` in config.json are different root causes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad v5 initialization breakage vs a specific GPTNeoX config reload bug." + "reason": "Broad v5 initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different regression surfaces: CLIP hidden_states output vs Qwen video-input generation." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Different training bugs: metric gathering truncation vs auxiliary-loss normalization." + "reason": "Different regressions: CLIPVision hidden_states handling vs Qwen video input regression." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Both involve Gemma-family fine-tuning, but the underlying bugs are unrelated." + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 text-only mm_token_type_ids defaults." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both mention cache/recurrent-state behavior, but different models and distinct code paths." + "reason": "One is a last-batch label truncation bug, the other is auxiliary-loss normalization; same training area but different defects." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLm pad-token config regression is unrelated to the tensorflow_text backend registration error." + "reason": "StableLm pad token config regression is unrelated to a missing backend entry for `tensorflow_text`." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state behavior, but one is missing cache in chunked prefill and the other is recurrent-state reset in modular Qwen3.5; not the same bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in SAM3 video is not the same as Whisper empty-output generation failure." + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Pretrained preset loading with a legacy field is different from loading the wrong custom module after save_pretrained." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": true, - "reason": "Both describe the same chunked-prefill cache initialization regression; one reports missing cache, the other recompilation from lazy init." + "reason": "Both are load/save related, but Beit legacy-field preset loading and wrong custom-module restoration are distinct issues." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Serve KV-cache indexing bug and Gemma4Processor missing _tokenizer are different failures." + "reason": "Both involve `transformers serve`, but KV-cache continuation indexing and Gemma4Processor missing `_tokenizer` are different crash causes." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend setup issue vs missing import_utils availability helper." + "reason": "TensorBoard/TensorFlow backend detection is unrelated to the missing `is_falcon_mamba_ssm_available` import utility symbol." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both concern chunked prefill/cache initialization, but one reports missing cache in generation and the other reports spurious recompilation; not clearly the same underlying defect." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4 pad_token_id absence and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "Llama4 missing `pad_token_id` and Qwen3-MoE sliding-window behavior are different config/runtime problems." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention generation issue." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position-id regression and Sam3 LiteText memory overflow are different model-specific issues." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss logic." + "reason": "CLIPVision hidden-state regression is unrelated to auxiliary-loss gating on `output_router_logits`." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper failing on empty transcription after special-token alignment." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The 43673/46421 pair is the only clearly duplicate-like match and is supported by the issue titles, while the other rejects are appropriately cautious given the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 33, "review_unit_count": 53, "status": "reviewed", @@ -10422,7 +10303,6 @@ "issue:45362", "issue:45381", "issue:45563", - "issue:45584", "issue:45588", "issue:45600", "issue:45632", @@ -10432,18 +10312,16 @@ "issue:46369" ], "soft_pairs": [ - "issue:45381|issue:46369", - "issue:45563|issue:45584", "issue:44792|issue:45600", - "issue:43931|issue:44060", "issue:44534|issue:44913", "issue:44190|issue:44964", + "issue:43931|issue:44060", "issue:35141|issue:42490", "issue:44855|issue:45588", - "issue:44479|issue:44734", "issue:43827|issue:43994", - "issue:44617|issue:46369", + "issue:44479|issue:44734", "issue:41720|issue:45245", + "issue:44617|issue:46369", "issue:43065|issue:44610", "issue:44464|issue:45563", "issue:44521|issue:45381", @@ -10453,217 +10331,217 @@ "issue:44077|issue:44877", "issue:43550|issue:44190", "issue:45127|issue:45357", + "issue:25251|issue:27957", "issue:44462|issue:45907", "issue:43540|issue:44734", - "issue:25251|issue:27957", - "issue:45632|issue:46234", "issue:44112|issue:45600", + "issue:45632|issue:46234", "issue:43335|issue:44190", "issue:44737|issue:45803", "issue:43116|issue:44190" ], - "prepared_review_unit_hash": "2ab07b41f6262870ff8e13c79b76bc2dbc0b745cd1313cf5c4a45d3ca28cf724", + "prepared_review_unit_hash": "ea773e17c7a2abfff7529e0b9d88761cd5e8a226c87d41f6be9b74cb06b08dad", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36351, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35175, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate soft edges are false positives: the items span unrelated bugs, configs, model families, and CI/doc issues rather than one duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the set spans unrelated model bugs, config problems, docs, and CI failures, and none of the soft pairs look like the same underlying defect.", + "summary": "The cluster is mostly heterogeneous and only contains two true duplicate pairs: the non-persistent-buffer junk regression (43644 \u2194 44534) and the Qwen video-input regression (44479 \u2194 45381). All other soft edges are distinct issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue for the whole set: the cluster is heterogeneous. The only clear duplicate anchors are 43644\u219444534 and 44479\u219445381.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; there is no coherent duplicate cluster here, so no issue is a strong canonical representative.", + "best_issue_reason": "No single global best issue exists for this cluster. If forced to pick a representative for one sub-bug, 44479 is the broadest accepted duplicate pair, but it only covers the Qwen video-regression slice.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45381", - "right": "issue:46369", - "accept": false, - "reason": "Different models and failures: Qwen2.5-VL video position ids vs Sam3LiteText memory overflow." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Both involve generation, but one is a stale warning in paged generate and the other is Whisper failing on empty transcription." - }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure and Sam3LiteText auto_mappings CI break are unrelated code paths." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different Qwen variants with different symptoms: weight-shape mismatch vs an incorrect tied-weights warning." + "reason": "Different failures: Janus image-generation test regression vs. Sam3LiteText CI break from stale auto_mappings entries." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoX rotary_pct reverting on reload." + "reason": "Both are config-related, but they describe different bugs: non-persistent-buffer junk vs. GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading script failure and Phi-4 multimodal model loading error are distinct problems." + "reason": "Unrelated loading problems: local dataset loading in an example script vs. loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3 issues: weight-shape mismatch on model load vs. an incorrect tied-weights warning." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to the import warning from a local path ending with a slash." + "reason": "Different subsystems and symptoms: embedding reinitialization in post_init vs. trailing-slash local-model import warning." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to a flash_attention AttributeError on s_aux=None." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Qwen VL video regression and serve KV-cache continuation indexing are different bugs in different flows." + "reason": "Different code paths: Python 3.13 torch.jit parsing error vs. flash_attention.py AttributeError on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline after removals is not the same as nonsensical SigLIP2 outputs with pipeline/AutoModel." + "reason": "Docs cleanup about removed pipeline() references is not the same bug as incorrect SigLIP pipeline outputs." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both mention memory, but Sam3Video OOM and Sam3LiteText memory overflow are different model-specific issues." + "reason": "Different bugs: Qwen video-input regression vs. transformers serve KV-cache continuation tensor indexing crash." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and a categories-limit RuntimeError are unrelated." + "reason": "Completely different failures: Qwen3 auto device mapping cuda assert vs. category-count limit error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in Sam3 variants, but the affected models and failure modes differ; not the same concrete bug." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model/component bugs." + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs. processor/model input-size mismatch for OmDet-Turbo." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + "reason": "Different generation issues: inconsistent chunked generation under compiled forward vs. a stale num_return_sequences warning." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "All-zero assistant masks in multimodal chat templates is a different bug from wrong Qwen2.5-VL video position ids." + "reason": "Both are multimodal/Qwen-related, but assistant mask generation and video vision_position_ids are different bugs." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A nonexistent import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Unrelated: missing image_utils import vs. Qwen3.5-35B crashing with transformers chat." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk fill and GPTNeoX rotary_pct reload behavior are separate config/runtime issues." + "reason": "43744 is about junk-filled non-persistent buffers; 44913 is about rotary_pct resetting on config reload." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "These are different Python-version failures with different root causes and models." + "reason": "Different platform/version issues: Python 3.9+ compatibility claim vs. Python 3.13 IndentationError from torch.jit.script." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "PatchTSTMixer post_init policy and strict granite_speech config loading are unrelated config issues." + "reason": "Both concern config handling, but one is patchtsmixer post_init policy and the other is granite_speech strict-config loading." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to loading a local dataset in an example script." + "reason": "Different areas entirely: Bamba torch.compile + SDPA failure vs. example script loading a local dataset." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab causing collapse is not the same as Qwen3.5 save_pretrained writing wrong visual encoder keys." + "reason": "Different model-management bugs: LoRA merge with extended vocab collapse vs. save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different feature areas: pipeline top_k nesting behavior vs. XLMRoberta Flash Attention 2 support." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/tokenizer behaviors." + "reason": "Different repository I/O bugs: AutoTokenizer ignoring tokenizer.json vs. list_repo_files not forwarding revision." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache tensor indexing are different failures." + "reason": "Different video/chat serving failures: Qwen3OmniMoe video processing ValueError vs. serve KV-cache indexing crash." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated bugs." + "reason": "CI failures in different places: stale GraniteSpeech device override test vs. removed Sam3LiteText config references." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Local trust_remote_code cache collisions and a missing import_utils helper are unrelated." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "A stale GraniteSpeech test and Sam3LiteText auto_mappings references are different CI breakages." + "reason": "Different import/cache issues: trust_remote_code cache path collision vs. missing is_falcon_mamba_ssm_available helper." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer creation and local dataset loading are unrelated." + "reason": "Different bugs: SwitchTransformers sparse-layer creation at zero layers vs. local dataset loading failure." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet device placement in torch.arange and a bare except swallowing errors are unrelated code defects." + "reason": "Different runtime problems: XLNet device placement bug vs. Fuyu bare-except error handling bug." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification returning empty results and local dataset loading are different example-script issues." + "reason": "Both are example-script failures, but they affect different scripts and failure mechanisms; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 filling non-persistent buffers with junk; 44534 is a reworded duplicate of 43644." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen video-input regression in transformers 5.3.0; 45381 is a narrower symptom report of the bug described in 44479." } ] }, @@ -10677,7 +10555,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 34, "review_unit_count": 53, "status": "reviewed", @@ -10694,10 +10572,8 @@ "issue:41628", "issue:41950", "issue:42175", - "issue:42907", "issue:43295", "issue:43404", - "issue:43441", "issue:43479", "issue:43526", "issue:43531", @@ -10723,6 +10599,7 @@ "issue:45216", "issue:45245", "issue:45276", + "issue:45335", "issue:45375", "issue:45446", "issue:45542", @@ -10741,227 +10618,227 @@ "issue:43295|issue:45276", "issue:44938|issue:45542", "issue:46082|issue:46121", + "issue:36246|issue:41628", "issue:45632|issue:46421", "issue:45245|issue:45584", - "issue:36246|issue:41628", "issue:42175|issue:44279", "issue:43404|issue:45216", "issue:43650|issue:44220", "issue:44246|issue:45003", "issue:36246|issue:38617", "issue:41950|issue:44016", - "issue:43673|issue:46424", "issue:44186|issue:44734", "issue:43479|issue:45375", "issue:44683|issue:45446", "issue:43643|issue:44496", + "issue:43673|issue:46424", "issue:44964|issue:45600", "issue:43854|issue:44964", - "issue:44016|issue:44220", "issue:44112|issue:44964", - "issue:46123|issue:46369", + "issue:44016|issue:44220", "issue:27957|issue:35141", - "issue:43976|issue:44987", + "issue:46123|issue:46369", "issue:43531|issue:45600", - "issue:42907|issue:43441", - "issue:43526|issue:43901" + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "687c135be617a9cb4509f5c1829160c40ff3eb313049d13bf2ee2ed6811a5456", + "prepared_review_unit_hash": "19978f91ce5d2b22f1807588ededf3b0e3103d7a7793cc1379a1b67f222bcce5", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36064, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 35530, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues with only superficial overlap around model loading, config handling, cache, or attention subsystems. I don\u2019t see a true duplicate cluster here, so there is no good canonical issue/PR anchor.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly connect superficially similar but distinct regressions across model loading, config handling, embeddings, cache behavior, and pipelines. I found no true duplicate pair to merge, and there are no PRs in the cluster.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44964 is the clearest representative user-facing model-loading regression in the set, though the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "It is concrete, reproducible, and broadly relevant to current multimodal model loading, making it the best single issue representative here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different bugs: Gemma4 resize_token_embeddings vs Whisper empty-transcription generation after align_special_tokens." + "reason": "Different bugs: token embedding resize propagation in Gemma4 vs Whisper empty-transcription generation failure after token alignment." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different code paths: processor.tokenizer/image-input regression vs Gemma4 embedding resizing/output embedding behavior." + "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: Python 3.14 import/load regression vs missing TensorFlow backend when installing torch extras." + "reason": "Unrelated symptoms: Python 3.14 import/load failure vs TensorBoard-only install causing missing TF backend handling." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config validation problems: Llama head_dim rules vs JSON-loaded rope ignore-keys type handling." + "reason": "Different code paths: LlamaConfig head_dim validation vs rope-parameter list handling in convert_rope_params_to_dict." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols and model families; not the same underlying bug." }, { "left": "issue:45632", "right": "issue:46421", "accept": false, - "reason": "Both mention cache, but one is a trust_remote_code cache-path collision and the other is lazy cache init causing recompilation." + "reason": "Local trust-remote-code cache path collision is unrelated to cache lazy initialization causing recompilation." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Different issues: category-count limit runtime error vs Whisper empty transcription generation failure." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and modules: Qwen2_5_VLImageProcessor vs AutoImageProcessor." + "reason": "Category-cardinality runtime error is unrelated to Whisper empty transcription generation behavior." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is an extras/backend packaging complaint; the other is a vague dependency issue without the same concrete failure." + "reason": "Different dependency issues: missing TensorFlow in torch install extras vs a general transformers dependency complaint." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different bugs: untied lm_head weights in Mistral3 vs incorrect checkpoint saving for Qwen3.5." + "reason": "Different regressions: Mistral3 lm_head tying/save-pretrained issue vs Qwen3.5 checkpoint save corruption." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No relation: placeholder 'ADD THE DATA' issue vs _torch_extract_fbank_features implementation bug." + "reason": "These are unrelated; the titles/body hints do not point to the same audio feature extraction bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Different concerns: import slowdowns vs unsafe sys.modules access in modeling_utils." + "reason": "Import slowness from sys.modules access is a different problem than unsafe sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they refer to different removed/missing names and separate fixes." + "reason": "Different missing imports from different modules; no evidence of one shared fix." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline bug vs notebook syntax error; no shared underlying code path." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both are cache-related, but one is missing GenerationMixin cache in chunked prefill and the other is max_cache_length handling for quantized cache." + "reason": "Video-classification pipeline selecting image processors is unrelated to a notebook syntax error." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash vs serve KV-cache continuation tensor indexing bug; unrelated paths." + "reason": "Different failure modes: LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache continuation tensor indexing bug." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different model-config omissions: Phi4 multimodal defaults vs Qwen3_5MoeVisionConfig missing field." + "reason": "Different config initialization bug vs silent field drop by @strict in a separate config class." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled failure and the other is a version-check/import guard bug." + "reason": "Different flex_attention issues: compiled flex_attention on torch>=2.9 vs incorrect version check for AuxRequest import." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different load failures: missing fields with trust_remote_code vs unrecognized model/config for Olmo-Hybrid." + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to unrecognized model/config lacking model_type." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked prefill cache-missing regression is different from max_cache_length only applying to Quantized Cache." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different model-loading regressions: Phi-4 multimodal loading vs stale auto_mappings reference to removed Sam3LiteText configs." + "reason": "Phi-4 multimodal loading failure and removed Sam3LiteText auto_mappings references are different model/config breakages." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and failures; both loading-related but not the same underlying bug." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "Both are model loading failures, but for different models and different root causes; no shared code-path evidence." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal model-loading issue; no common code path." + "reason": "CI device override test flake in GraniteSpeech is unrelated to loading Phi-4 multimodal." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different problems: final partial batch dropping results in MaskGenerationPipeline vs memory overflow in sam3-litetext." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Unrelated: XLMRoberta FlashAttention2 support vs output embedding reinitialization after resizing token embeddings." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to token embedding resize reinitialization." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Environment/version compatibility issue vs a specific model loading failure; not the same bug." + "reason": "Partial-batch result dropping in mask generation is unrelated to sam3-litetext memory overflow." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Different models and symptoms: Qwen3-MoE sliding_window vs Sam3LiteText auto_mappings cleanup." + "reason": "Sliding-window issue in Qwen3-MoE does not match removed-config CI breakage." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Same model family only at a broad level, but one is save_pretrained on dequantized Ministrals/Devstrals and the other is FlashAttention failure in Ministral-3." + "reason": "Python-version support complaint is unrelated to a specific model load failure for physical-intelligence/fast." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Completely different areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs mismatch." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated TextClassificationPipeline docs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different architectures and failures: processor/tokenizer regression vs t5gemma decoder embedding resize propagation." } ] }, @@ -10975,7 +10852,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 35, "review_unit_count": 53, "status": "reviewed", @@ -10988,7 +10865,9 @@ "issue:28282", "issue:35141", "issue:38175", + "issue:39692", "issue:41950", + "issue:42907", "issue:43295", "issue:43299", "issue:43381", @@ -11005,7 +10884,6 @@ "issue:44242", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", "issue:44496", "issue:44617", @@ -11017,7 +10895,6 @@ "issue:45103", "issue:45200", "issue:45216", - "issue:45278", "issue:45335", "issue:45357", "issue:45372", @@ -11034,231 +10911,231 @@ "issue:46424" ], "soft_pairs": [ - "issue:43295|issue:45335", - "issue:44792|issue:46424", + "issue:42907|issue:43441", "issue:28282|issue:35141", "issue:44496|issue:45042", - "issue:46082|issue:46399", - "issue:45372|issue:46234", "issue:43441|issue:45588", "issue:44016|issue:44062", - "issue:43299|issue:45216", + "issue:45372|issue:46234", "issue:43901|issue:44496", + "issue:43299|issue:45216", "issue:43673|issue:44336", - "issue:43824|issue:44933", "issue:43381|issue:45593", + "issue:44792|issue:46424", + "issue:43824|issue:44933", "issue:43976|issue:44279", "issue:44496|issue:45759", - "issue:44075|issue:44368", "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:46082|issue:46399", "issue:43650|issue:46209", "issue:43577|issue:45216", "issue:45103|issue:45372", "issue:44242|issue:45200", "issue:38175|issue:44617", "issue:44279|issue:45405", + "issue:43295|issue:44779", "issue:43299|issue:45357", "issue:41950|issue:45020", - "issue:43295|issue:44779", "issue:44779|issue:45812", - "issue:44351|issue:45278" + "issue:39692|issue:43901" ], - "prepared_review_unit_hash": "bb3d9240456b978427133d49c400dfcf933abfae65aae03791035c2613023802", + "prepared_review_unit_hash": "bc4f59310fb52d22d401a7b6c42f879a91a72c45706414568a7e12eb8a426188", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35586, - "estimated_input_tokens": 8897, - "estimated_eval_tokens": 18050 + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "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 v5 regression reports, centered on model loading, tokenizers, processors, and import/export breakages. I do not see any true duplicate pairs among the soft edges.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set: it explicitly describes recent-version breakage affecting models that use `remote_code`, which best matches the overall theme of the cluster better than the more specialized reports.", + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than a duplicate set. The items share only a broad theme of model/version regressions, but the underlying bugs span loading, tokenization, caching, docs, quantization, and model-specific failures. No soft-edge pair looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster well; issue 45020 is the broadest umbrella, but it is still too generic and does not represent the other distinct bugs as true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative issue because it frames the widest user-visible regression class and could serve as the closest cluster anchor, even though the items are not duplicates.", + "best_issue_reason": "Issue 45020 is the closest thing to a representative issue because it is the broadest regression report, but it is still not a good canonical duplicate target for this heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "Different failures: processor/tokenizer image handling regression vs token embedding resize not updating decoder weights." - }, - { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Unrelated bugs: janus image-generation test failure vs cache length handling for quantized cache." + "reason": "Both mention Ministral/FlashAttention, but one is about saving dequantized models and the other is an inference crash; different code paths and fixes." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "ImportError due to missing PyTorch vs embedding reinitialization after resize; different code paths." + "reason": "Completely different problems: missing PyTorch import vs embedding reinitialization during resize." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config vs PIL image processor requiring torchvision; unrelated issues." - }, - { - "left": "issue:46082", - "right": "issue:46399", - "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration error; not the same bug." - }, - { - "left": "issue:45372", - "right": "issue:46234", - "accept": false, - "reason": "Both are missing-import reports, but for different symbols and subsystems; not a duplicate bug." + "reason": "One is an unrecognized-model/config issue, the other is a PIL/torchvision dependency regression in image processors." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a model-specific failure and the other is a sink-less-model AttributeError in a helper module." + "reason": "Both touch FlashAttention, but the failures are model-/path-specific and not the same underlying bug." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword argument collision; unrelated." + "reason": "Notebook syntax error and tokenizer argument error are unrelated." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:45372", + "right": "issue:46234", "accept": false, - "reason": "Qwen3VL MoE loading breakage vs incorrect Qwen3.5 save_pretrained output; different failure modes." + "reason": "Different missing-import regressions affecting different subsystems and models." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch for `return_all_scores` vs model config import error; not the same underlying problem." + "reason": "Docs mismatch for TextClassificationPipeline vs model config/import failure; unrelated." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Generation cache regression vs ANSI color output in loading_report; unrelated." + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained/checkpoint serialization." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Different import errors involving different missing symbols and modules." + "reason": "Generation cache issue vs ANSI formatting in loading_report; unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior vs D-FINE auxiliary-loss logic; unrelated." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing Janus image-generation test and a cache-length setting bug are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors in different modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility report vs vague dependency issue; not the same concrete bug." + "reason": "Python-version support bug vs generic dependency issue; not the same defect." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Generic unrecognized model error vs composite Qwen config unwrapping bug; different code paths." + "reason": "Both are model/config loading issues, but one is missing model_type and the other is incorrect text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug and Whisper empty-transcription generation bug are unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated." + "reason": "SGD argument handling vs tie_word_embeddings warning; different code paths." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Token embedding resize bug vs Whisper generation failure after align_special_tokens; different models and paths." + "reason": "LlamaConfig validation and Qwen3.5 kernel registration are different bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." + "reason": "Placeholder/data issue vs FP8 inference failure; no relation." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 checkpoint save regression; not a duplicate." + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and behavior." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring crash vs missing mistral_common symbol; different tooling and failure modes." + "reason": "Docstring annotation crash and Gemma 4 processor import failure are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting issue; unrelated." + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are different training-time bugs." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero-probability model output vs CUDA OOM; not the same bug." + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated model failures." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "General dependency issue vs minimum PEFT version bump; unrelated." + "reason": "Generic dependency issue and a specific MIN_PEFT_VERSION bump are not the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different model families and different APIs." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3.5, but one is loading failure and the other is incorrect visual-encoder keys on save; different bugs." + "reason": "Both are Qwen3.5 regressions, but one is loading failure and the other is incorrect visual-encoder keys on save_pretrained." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup bug vs broad remote_code regression report; not the same concrete issue." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer image handling regression vs Deepseek tokenizer output regression; different affected paths." + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakages." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Tokenizer correctness regressions in different model families; too broad to treat as the same bug." + "reason": "Different tokenizer regressions on different model families; not a single fix." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Single missing import for HybridCache vs broad 'many import errors' report; related theme but not a single identical bug." + "reason": "SigLIP2 doc/example errors and TextClassificationPipeline docs mismatch are unrelated documentation issues." } ] }, @@ -11272,7 +11149,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 36, "review_unit_count": 53, "status": "reviewed", @@ -11283,9 +11160,7 @@ "cluster_id": "cluster-10000-451", "nodes": [ "issue:33290", - "issue:39692", "issue:41950", - "issue:42175", "issue:42994", "issue:43299", "issue:43317", @@ -11307,6 +11182,7 @@ "issue:44279", "issue:44291", "issue:44297", + "issue:44351", "issue:44361", "issue:44462", "issue:44466", @@ -11318,6 +11194,7 @@ "issue:44779", "issue:45081", "issue:45276", + "issue:45278", "issue:45325", "issue:45397", "issue:45405", @@ -11332,19 +11209,19 @@ "issue:46132" ], "soft_pairs": [ + "issue:44351|issue:45278", "issue:44521|issue:45325", - "issue:39692|issue:43901", - "issue:43479|issue:43525", "issue:41950|issue:45823", + "issue:43479|issue:43525", "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44462|issue:45081", - "issue:43299|issue:43854", "issue:44297|issue:44462", + "issue:43299|issue:43854", "issue:43450|issue:44279", "issue:43650|issue:46132", - "issue:45081|issue:45907", "issue:44466|issue:45276", + "issue:45081|issue:45907", "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:42994|issue:43317", @@ -11353,217 +11230,203 @@ "issue:44623|issue:44749", "issue:45600|issue:45712", "issue:33290|issue:45656", - "issue:44261|issue:44263", "issue:44361|issue:45593", + "issue:44261|issue:44263", "issue:44671|issue:44779", "issue:44016|issue:45823", - "issue:42175|issue:43976", "issue:43723|issue:44162", - "issue:43441|issue:44683", "issue:43901|issue:43994" ], - "prepared_review_unit_hash": "b6eea5077641f64c4eab9484265128502509fdf786476ee64ee23e7ec3ade8d3", + "prepared_review_unit_hash": "72c57b9b0d0999b4695adeede64c850dfe8d7ab859e223f1b3e92a000f064c6a", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "soft_pair_count": 27, + "serialized_chars": 35623, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous overall; most soft pairs are only thematically similar at a broad subsystem level, not true duplicates. The strongest hub among the issues is the tokenizer-loading regression around AutoTokenizer/tokenizer.json, but even that does not unify the cluster cleanly.", - "confidence": 0.22, - "canonical_issue_reason": "issue:44462 is the clearest concrete regression in the mostly tokenizer/loading-heavy subset, with a specific failure mode and enough breadth to be a plausible anchor if a single issue must represent the group.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, multimodal models, deepspeed, docs, CI, and config handling. The soft pairs are mostly broad thematic matches from v5 regressions, not the same concrete underlying issue, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best global representative because it is specific, user-facing, and closer than the docs/config-only or unrelated model/task bugs; it also sits near other tokenizer-related reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "44351 is a specific missing HybridCache import; 45278 is a broad post-upgrade import-error report. Related area, but not the same bug." + }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal-related, but one is about assistant masks in chat templating and the other is about temporal position IDs in Qwen2.5-VL; different code paths and failures." + "reason": "Both involve multimodal/video behavior, but one is assistant mask generation and the other is Qwen2.5-VL rope index scaling. Different code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a TextClassificationPipeline docs mismatch. Both are documentation issues, but not the same bug." + "reason": "Video-classification processor lookup and Gemma4 device-mismatch on forward are unrelated problems." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different model configs and different failures: Phi4Multimodal default sub-config initialization vs Llama4Config missing pad_token_id." - }, - { - "left": "issue:41950", - "right": "issue:45823", - "accept": false, - "reason": "Both touch video/multimodal areas, but the bugs are unrelated: video-classification choosing image processors vs Gemma4 device mismatch in forward." + "reason": "One is default multimodal config initialization; the other is a missing pad_token_id attribute on Llama4Config. Not the same failure mode." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the TensorFlow backend install issue." + "reason": "Torch flex_attention compilation failure and tensorboard/TensorFlow backend error are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "One is a Python version compatibility bug; the other is a dependency version bump to unreleased peft. No shared code path." + "reason": "Python version incompatibility and a bumped PEFT dependency version are different issues." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is Mistral regex patching crashing on backend_tokenizer access; different defects." + "reason": "Tokenizer.json precedence vs. a Mistral regex patch crash are both tokenizer-related, but they are distinct bugs." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Both are model-loading regressions, but for different models and causes: Qwen3VL MoE loading vs GLM-4.7-Flash unit-test loading." + "reason": "Save-pretrained tokenizer_class mismatch and AutoTokenizer ignoring tokenizer.json are separate serialization/loading problems." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both are tokenizer-related, but save_pretrained writing the wrong tokenizer_class is not the same bug as AutoTokenizer ignoring tokenizer.json." + "reason": "Both are model-loading regressions, but they affect different models and different loading paths." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a generic dependency issue with transformers." + "reason": "Incorrect batched video-processor shape and a dependency issue are unrelated." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A vague data request is unrelated to AttentionInterface.register changing function behavior." + "reason": "A vague data request is not the same as an AttentionInterface.register behavior change." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files not forwarding revision are unrelated." + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating Gemma4 embeddings are different model-state bugs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both involve serialization/model-shape mechanics, but one is inconsistent lm_head.weight saving and the other is resize_token_embeddings not propagating in Gemma4." + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + "reason": "Notebook syntax error and init_empty_weights argument incompatibility do not share a code path." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral-3 FlashAttention failure and Kosmos2.5 OCR long-input index error are different model bugs." + "reason": "FlashAttention failure for Ministral-3 and OCR index errors in Kosmos2.5 are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure is not the same bug as device_map=auto failing to load a dequantized model with GPU+CPU offload." + "reason": "Quantized model saving failure and dequantized-model loading with device_map=auto are adjacent topics but not the same concrete bug." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to D-FINE auxiliary losses being skipped." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and Gemma4 zero3 from_pretrained are different code paths and symptoms." + "reason": "Missing processor.save_pretrained files and Gemma4 zero3 from_pretrained are different bugs." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the performance regression after upgrading Transformers." + "reason": "Processor save/pretrained file issues and a Chinese performance regression are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy_pt_objects classes are separate repository-maintenance issues." + "reason": "Removed auto-mapping configs breaking CI and leftover dummy classes failing repo checks are separate maintenance issues." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both involve DeepSpeed and optimizers, but one is an OOM with Adafactor and the other is optimizer.step being called twice; not the same bug." + "reason": "OOM with Adafactor under DeepSpeed and optimizer.step being called twice are both DeepSpeed-related, but not the same underlying bug." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different GLM model internals: missing rms_norm_eps in config vs torch.split return values in GlmMoeDsaIndexer." + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44361", - "right": "issue:45593", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are different issues." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are output regressions in v5, but CamemBERT masked LM predictions and Deepseek tokenizer results are different models and failures." + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both v5-related but affect different components and fixes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "TensorFlow backend installation and Python version compatibility are different dependency issues." + "reason": "Notebook syntax error and Gemma4 device mismatch have no common bug surface." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 being broken are both broad regressions, but they do not point to the same underlying defect." - }, - { - "left": "issue:43441", - "right": "issue:44683", - "accept": false, - "reason": "FlashAttention failure in Ministral-3 and compiled flex_attention failure on torch>=2.9 are distinct attention-path bugs." + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated model/tokenizer problems." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores and incorrect SigLIP2 outputs with AutoModel/pipeline are unrelated." + "reason": "Docs mismatch for return_all_scores and nonsensical SigLIP2 outputs are not the same defect." } ] }, @@ -11577,7 +11440,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 37, "review_unit_count": 53, "status": "reviewed", @@ -11590,11 +11453,13 @@ "issue:36246", "issue:41628", "issue:41950", + "issue:42175", "issue:42491", "issue:42757", "issue:42886", "issue:43262", "issue:43299", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", @@ -11619,12 +11484,11 @@ "issue:44496", "issue:44521", "issue:44589", + "issue:44683", "issue:44734", - "issue:44779", "issue:44871", "issue:45003", "issue:45103", - "issue:45292", "issue:45362", "issue:45397", "issue:45542", @@ -11636,12 +11500,14 @@ "issue:46424" ], "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43441|issue:44683", "issue:43673|issue:43761", "issue:43262|issue:44521", "issue:44297|issue:45397", "issue:43824|issue:43976", - "issue:43525|issue:43881", "issue:43901|issue:44246", + "issue:43525|issue:43881", "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:43784|issue:45542", @@ -11649,232 +11515,230 @@ "issue:44188|issue:44336", "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44336|issue:44373", "issue:44246|issue:44496", + "issue:44336|issue:44373", "issue:44295|issue:45397", "issue:44242|issue:45593", + "issue:43526|issue:45003", "issue:42491|issue:43299", "issue:43531|issue:45362", - "issue:43526|issue:45003", "issue:41950|issue:44220", "issue:44246|issue:44871", "issue:42886|issue:46132", - "issue:44734|issue:46424", - "issue:36246|issue:42757", "issue:44336|issue:44485", + "issue:36246|issue:42757", "issue:36246|issue:44351", "issue:45003|issue:45561", - "issue:44779|issue:45292", - "issue:44336|issue:46424" + "issue:44734|issue:46424" ], - "prepared_review_unit_hash": "16670fed138d61d2210802fd79a806f14883d4749ca3aff70367b24f394449f2", + "prepared_review_unit_hash": "a60f010e3ace6e511d50b3b4aacedffe47f0f2d2f0de95d72a56fc8171b2bc6e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36041, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it mixes import/export errors, model-loading regressions, cache/generation bugs, and unrelated docs/tests issues. None of the soft pairs look like the same underlying bug or a PR that could plausibly merge into one change set, so I would not accept any duplicate edges.", - "confidence": 0.95, - "canonical_issue_reason": "issue:43824 is the clearest representative of the cluster\u2019s concrete import/export regression pattern: a user-facing top-level import failure with multiple related references.", + "summary": "This cluster is mostly a loose collection of Transformers bug reports around imports, model loading, cache behavior, attention kernels, and docs; there is no strong duplicate core. The closest anchor is the Qwen3VL MoE regression report, but the soft pairs mostly describe distinct failures and should not be merged.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43299 is the best anchor because it is a concrete, high-signal v5 regression report with a specific model family and failure mode, and it sits near the largest concentration of model-loading-related issues in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most actionable and recognizable failure mode in the set, but only as a rough representative; the cluster is too mixed to treat as one duplicate bucket.", + "best_issue_reason": "issue:43299 is the strongest standalone issue here: it is clearly described, reproducible in a specific version, and actionable without being as narrow as the one-off import/config/doc complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: missing TensorFlow backend from an install extra vs a Python version compatibility regression." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but they affect different models and different code paths (FlashAttention vs compiled flex_attention)." + }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Different regressions: chunked-prefill cache behavior vs CLIPVisionModel hidden_states output." + "reason": "Unrelated regressions: chunked prefill cache handling vs CLIP vision hidden state forwarding." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is an audio sampling-rate default and the other is multimodal assistant masks." + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer save metadata mismatch is unrelated to the gemma-4 zero3 from_pretrained loading failure." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Importing Qwen2.5-VL symbols is a different failure than Python version compatibility for 5.1.0." + "reason": "A Qwen2.5-VL import/export issue is not the same as a Python version support regression." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Different model families and different loading failures: Llama4Config pad_token_id vs glm-4v-9b load failure." + "reason": "Docs mismatch for return_all_scores is unrelated to sporadic slow imports." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Docs for return_all_scores are unrelated to intermittent import performance." + "reason": "Different model-specific loading failures: missing pad_token_id on Llama4Config vs GLM-4V-9B load failure." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-related, but missing pad_token_id and trust_remote_code stripping fields are distinct bugs." + "reason": "One is a missing config attribute on a specific model; the other is a generic trust_remote_code config field omission." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Qwen3.5 chat crashes." + "reason": "Float8 storage type resolution and Qwen3.5 chat crashes are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Different backend/import problems: sentence-transformers nn import vs tensorboard/tf backend handling." + "reason": "Import-time NameError in sentence-transformers integration is unrelated to TensorFlow backend detection." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is not the same as Python 3.9/3.10 support mismatch." + "reason": "Missing AutoImageProcessor import and Python version incompatibility are different failure classes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention kernel divergence on torch.compile is unrelated to ANSI codes in loading_report." + "reason": "Attention-kernel divergence is unrelated to ANSI code emission in loading_report." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Future-annotations docstring crash and Qwen3.5 kernel registration error are different code paths." + "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration errors are different subsystems." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race on captured_info.txt is unrelated to a stale num_return_sequences warning." + "reason": "A xdist file race in testing utils is unrelated to a stale generate warning." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Terminal ANSI output bug is unrelated to a wrong docstring for position_ids." + "reason": "Import slowness is not the same as model auto-detection failing for missing model_type." }, { - "left": "issue:44242", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Missing load-balancing loss and unrecognized-model config errors do not share a code path." + "reason": "ANSI escape leakage and a wrong docstring are unrelated documentation/utilities issues." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug is unrelated to gemma-4 zero3 loading." + "reason": "Buffer access bug for position_ids is unrelated to gemma-4 zero3 loading." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different training-loss issues: router-logits gating vs D-FINE auxiliary losses." + "reason": "These are both about auxiliary losses, but they affect different models and different training branches." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE, but one is LoRA compatibility across branches and the other is a Qwen3VL-MoE loading regression." + "reason": "Both involve Qwen MoE models, but one is a LoRA compatibility issue and the other is a base-model loading regression; not the same concrete bug." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is not the same as Qwen3.5 chat crashes." - }, - { - "left": "issue:43526", - "right": "issue:45003", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + "reason": "Sliding-window behavior in Qwen3-MoE is distinct from a Qwen3.5 chat crash." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline processor selection is unrelated to _torch_extract_fbank_features()." + "reason": "Video-classification pipeline processor selection and fbank feature extraction are separate audio/video pipeline bugs." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness and Gemma-3 eos_token_id inconsistency are different subsystems." + "reason": "Import performance and Gemma-3 eos_token_id inconsistency are unrelated." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading bug is unrelated to AttentionInterface.register changing function behavior." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different issues." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "KV cache continuation crash in serve is not the same as max_cache_length being honored only for Quantized Cache." + "reason": "Terminal ANSI output leakage is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols in different packages and different causes." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI output formatting and GLM-5 RoPE implementation are unrelated." + "reason": "Both are import errors, but for different packages and different missing symbols." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are separate export/import regressions." + "reason": "Different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist file races are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different bugs." + "reason": "Unsafe sys.modules access and a testing-file race have no shared code path." }, { - "left": "issue:44336", + "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "ANSI code emission and cache length handling are unrelated." + "reason": "KV-cache continuation indexing in serve is different from max_cache_length being ignored outside quantized cache." } ] }, @@ -11888,7 +11752,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 38, "review_unit_count": 53, "status": "reviewed", @@ -11911,11 +11775,13 @@ "issue:44242", "issue:44246", "issue:44295", + "issue:44336", "issue:44466", "issue:44479", "issue:44496", "issue:44561", "issue:44749", + "issue:44779", "issue:44857", "issue:44877", "issue:44987", @@ -11937,19 +11803,20 @@ "issue:45701", "issue:45759", "issue:45859", - "issue:45987", - "issue:46082", "issue:46123", "issue:46170", "issue:46291", "issue:46369", "issue:46399", + "issue:46424", "issue:46431" ], "soft_pairs": [ - "issue:43475|issue:46369", + "issue:44779|issue:45292", + "issue:44336|issue:46424", "issue:44242|issue:44857", "issue:44295|issue:44749", + "issue:43475|issue:46369", "issue:45859|issue:46399", "issue:46291|issue:46399", "issue:36246|issue:43596", @@ -11961,211 +11828,228 @@ "issue:43257|issue:45137", "issue:43262|issue:44246", "issue:45292|issue:45584", - "issue:45375|issue:45759", - "issue:45412|issue:46123", "issue:45292|issue:45701", + "issue:45412|issue:46123", "issue:44561|issue:46399", + "issue:45375|issue:45759", "issue:44877|issue:45375", "issue:45685|issue:46431", "issue:44987|issue:45459", - "issue:44995|issue:45200", "issue:44466|issue:45335", - "issue:44479|issue:46170", + "issue:44995|issue:45200", "issue:45397|issue:45656", "issue:45137|issue:45600", - "issue:45987|issue:46082", + "issue:44479|issue:46170", "issue:43475|issue:43540" ], - "prepared_review_unit_hash": "d408a70f253fb6ad906b14c38a9a0caa99aa7f57e53035b1f9b0e0b4c3be4d16", + "prepared_review_unit_hash": "b60dc616637b443cc4824c75e95e8cc55208dfd7d58c4554269ab08bb4d51a83", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35608, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers issues. The soft pairs share broad keywords like Qwen, deepspeed, config, or generation, but they describe different models, symptoms, and code paths, so none of the candidate merges look like true duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45003 is the closest thing to a cluster representative because it is a core library/runtime bug in modeling_utils and sits near several import/config-related regressions, even though the overall cluster is not a single coherent bug.", + "summary": "No soft pair appears to be the same underlying bug or change. The set spans unrelated model-specific regressions, config issues, docs bugs, and infrastructure problems, so all candidate merges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46399 is the most actionable and specific report in the set: it has a clear crash mode, a narrow code path (`use_kernels=True` / `apply_rotary_pos_emb` registration), and strong discussion activity, making it a good representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the strongest global anchor: it touches core library behavior, is broadly impactful, and is more representative than the model-specific or docs-only reports in this mixed set.", + "best_issue_reason": "issue:46399 is the strongest standalone issue here because it is concrete, reproducible, currently active, and likely to get an immediate code fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different failures: DeepSeek tokenization regression vs embedding resize propagation bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Different SAM 3 video failures: missing attribute on vision encoder output vs memory overflow in sam3-litetext." + "reason": "Unrelated subsystems: ANSI output formatting vs cache-length configuration handling." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss omission and RT-DETR AMP crash are unrelated bugs in different code paths." + "reason": "Different model/training bugs: MoE load-balancing loss vs RT-DETR AMP crash." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error is not the same as the reported slowdown after upgrading Transformers." + "reason": "Buffer access error and post-upgrade performance slowdown are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video attribute error and SAM3 LiteText memory overflow are distinct issues." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility in rotary embeddings and a missing decorator on apply_rotary_pos_emb are distinct Qwen3.5 issues." + "reason": "Both are Qwen3.5-related but on different code paths: CPU offload vs kernel registration crash." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernel version/revision requirements for evaluate are unrelated to the Qwen3.5 rotary registration crash." + "reason": "Import-time dependency/version issue is unrelated to the `apply_rotary_pos_emb` registration crash." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5 VL image processor import failure and BertModel Zero3 index error are different failures with no shared code path." + "reason": "Completely different areas: missing image processor export vs ZeRO-3/BertModel indexing failure." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "One is a documentation mismatch; the other is a runtime bug in sys.modules access." + "reason": "Docs mismatch for a pipeline option is unrelated to unsafe `sys.modules` access." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron flash-attn unsupported error is model-specific; the other is just a generic flash attention topic." + "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available are separate incompatibilities." + "reason": "Cache handling in generation during chunked prefill is unrelated to removal of `is_torch_fx_available`." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 token-type defaults affect different models and mechanisms." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are different loader failures." + "reason": "Model config loading error is unrelated to `sys.modules` access in `modeling_utils`." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed is different from the ZeRO3 deque/index error." + "reason": "Qwen3 MoE weight conversion and empty-deque ZeRO-3 crash are different DeepSpeed problems." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import slowdowns are unrelated issues." + "reason": "Audio chat-template sample-rate default bug is unrelated to slow `import transformers` behavior." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings output mismatch and Whisper empty-transcription generation failure do not share the same root cause." + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation failure." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Strict config dropping a field and from_config not unwrapping text_config are both config-handling bugs, but they affect different fields and paths." + "reason": "Resize-embedding bug and tokenizer-version differences are not the same issue." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory leak and MaskGenerationPipeline dropping final partial batches are unrelated." + "reason": "RT-DETR memory cleanup and mask pipeline batching are unrelated." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization changes are different problems." + "reason": "Trust-remote-code breakage from a removed helper is unrelated to Qwen3.5 kernel registration." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Removed helper breaking trust_remote_code is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + "reason": "Missing config field under strict validation and `from_config` text-config unwrapping are different composite-config bugs." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config strictness, but they concern different models and different missing fields." + "reason": "Different model families and failure modes: Granite config strictness vs Qwen3.5 MoE vision config fields." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Kernel revision requirements and tokenizer error masking when protobuf is absent are distinct issues." + "reason": "MPS histogram kernel limitation and missing chat template are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward and Gemma 4 zero defaults are unrelated." + "reason": "Loading a model on v5.1.0 and protobuf error masking are separate import/tokenizer issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weight serialization inconsistency and decoder.embed_tokens not updating after resize are related only loosely by embeddings, not the same bug." + "reason": "Device-dependent tied-weight serialization is unrelated to `resize_token_embeddings` not updating decoder embeddings." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Qwen video input regression and Windows/ROCm torch.distributed import failure are unrelated." + "reason": "Second-forward MoE cache bug and Gemma 4 token-type default bug are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained and optimizer.step being called twice under deepspeed are different deepspeed problems." + "reason": "Gemma-4 ZeRO-3 loading and double optimizer stepping are different DeepSpeed concerns." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 index error and stale auto_mappings references are not the same underlying bug." + "reason": "Empty-deque ZeRO-3 crash is unrelated to stale auto-mappings references breaking CI." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "StaticCache seq-length type mismatch and LlamaConfig head_dim validation are unrelated." + "reason": "Qwen video regression and Windows/ROCm distributed import failure are unrelated." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:45250", + "right": "issue:43352", + "accept": false, + "reason": "Same broad feature area, but one is a generic Flash Attention 2 topic and the other is a model-specific unsupported-path error; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "MPS histogram failure in MoE and missing chat template error are different features and code paths." + "reason": "Both involve Qwen/SAM video, but the concrete failures are different: missing attribute vs video-input value error." } ] }, @@ -12179,7 +12063,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 39, "review_unit_count": 53, "status": "reviewed", @@ -12191,7 +12075,6 @@ "nodes": [ "issue:28282", "issue:30990", - "issue:41628", "issue:42886", "issue:42994", "issue:43065", @@ -12219,7 +12102,6 @@ "issue:44869", "issue:44871", "issue:44877", - "issue:44933", "issue:44977", "issue:44995", "issue:45229", @@ -12231,6 +12113,8 @@ "issue:45584", "issue:45588", "issue:45656", + "issue:45987", + "issue:46082", "issue:46123", "issue:46132", "issue:46170", @@ -12238,26 +12122,27 @@ "issue:46421" ], "soft_pairs": [ - "issue:44483|issue:46202", "issue:43653|issue:44162", + "issue:44483|issue:46202", "issue:44060|issue:44077", "issue:42886|issue:45229", - "issue:44368|issue:44977", "issue:44995|issue:45588", - "issue:44368|issue:45563", + "issue:44368|issue:44977", "issue:43065|issue:43408", + "issue:44368|issue:45563", "issue:44188|issue:46202", "issue:44877|issue:46170", + "issue:45987|issue:46082", "issue:43931|issue:44368", "issue:45584|issue:46170", "issue:44188|issue:46421", - "issue:43065|issue:46123", "issue:44297|issue:44623", + "issue:43065|issue:46123", "issue:44361|issue:44749", - "issue:44869|issue:45356", "issue:44623|issue:45656", - "issue:43646|issue:44162", "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43646|issue:44162", "issue:43701|issue:44749", "issue:43232|issue:43673", "issue:44871|issue:46132", @@ -12265,218 +12150,217 @@ "issue:42994|issue:43482", "issue:44038|issue:44623", "issue:43475|issue:43643", - "issue:28282|issue:30990", "issue:43475|issue:45381", - "issue:41628|issue:44933" + "issue:28282|issue:30990" ], - "prepared_review_unit_hash": "d19114d88199de63fbcc0ee69bbd2a227997372927e62fa30b19a4d081771000", + "prepared_review_unit_hash": "56199e0943d23896c14187971d87dc70b86d641cd6484c9ec7cef5148a28beae", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 35881, - "estimated_input_tokens": 8971, - "estimated_eval_tokens": 18198 + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated import errors, tokenizer/processor save issues, model-specific regressions, generation/cache bugs, and SAM/Qwen/Whisper-specific failures. I did not find any soft-edge pair that clearly describes the same underlying bug or change, so all soft links are rejected.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45229 is the most prominent single report in the set: it has the highest discussion activity, an inbound reference, and a concrete high-impact runtime failure. If one issue must represent the cluster, this is the best anchor despite the cluster\u2019s overall heterogeneity.", - "canonical_pr_reason": "No PRs are present in this set.", - "best_issue_reason": "45229 is the strongest standalone issue candidate because it is concrete, heavily discussed, and clearly actionable. None of the other issues are close enough duplicates to displace it.", - "best_pr_reason": "No PRs are present in this set.", + "summary": "This cluster is a broad false-positive mix of unrelated tokenizer, generation, loading, config, and performance issues. I don't see a true duplicate pair or a single clear canonical item to anchor the cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both involve generation/output behavior, but one is an API acceptance regression and the other is a Gemma pipeline roundtrip/tokenization issue; they are not the same bug." + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 model breakage; different components and failure modes." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Both are model/tokenizer-related, but BigBird tokenizer decode behavior and ESM2 breakage are distinct failures with no shared code-path evidence." + "reason": "Chat completions API rejection vs Gemma pipeline roundtrip failure; unrelated behavior." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Different models and failures: one is a tied-weights warning, the other is a post_init policy issue for patchtsmixer." + "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; not the same underlying problem." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma multi-GPU CUDA OOM are unrelated problems." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a weight-tying warning while the other is a flash-attention generation bug; not the same underlying defect." + "reason": "Offline tokenizer cache load issue vs multi-GPU CUDA OOM; completely different symptoms." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "A stale indexer cache on second forward and a flash-attention None-attribute crash are different code paths and symptoms." + "reason": "Stale indexer cache on second forward vs flash-attention crash on s_aux=None; different code paths." }, { "left": "issue:44368", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "One is a config warning about tied embeddings; the other is a stale warning in paged generate for num_return_sequences." + "reason": "Tie-word-embeddings warning vs flash-attention generation bug; not a duplicate." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both are SAM3-related, but one concerns a dummy Conv2d in pixel decoding and the other a model-type mismatch warning during instantiation." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning; same family, but different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Embedding-tie warning vs stale num_return_sequences warning; different warnings and fixes." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are unrelated bugs." + "reason": "torch.compile attention divergence vs Gemma pipeline roundtrip issue; unrelated." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading for granite_speech and a Windows ROCm torch.distributed import/dependency problem are unrelated." + "reason": "Strict config loading for granite_speech vs Windows ROCm torch.distributed import failure; different areas." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; distinct configuration/runtime issues." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3.5 tie_word_embeddings warning are different loading/config issues." + "reason": "Qwen3-VL weight-shape mismatch vs embedding-tying warning; not the same bug." }, { "left": "issue:45584", "right": "issue:46170", "accept": false, - "reason": "Whisper empty-transcription generation failure and a Windows ROCm import error do not share the same failure mode." + "reason": "Whisper empty-transcription generation failure vs Windows ROCm import/type error; unrelated." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both touch cache/compiled generation, but one is about diverging attention kernels under torch.compile and the other about lazy cache initialization causing recompilation." + "reason": "Compile-time branching divergence vs cache lazy-init recompilation; both mention compile/cache, but not the same concrete defect." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "SAM3 pixel-decoder configuration and MaskGenerationPipeline partial-batch result dropping are unrelated." + "reason": "Tokenizer save_pretrained metadata mismatch vs processor.save_pretrained missing files; both serialization-related, but different artifacts and failures." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer_class mismatch and missing processor files are different bugs and likely different save paths." + "reason": "SAM3 pixel-decoder placeholder layer vs MaskGenerationPipeline partial-batch handling; unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a regression causing slower filtering after upgrade are unrelated." + "reason": "MLukeTokenizer AttributeError vs data-filtering slowdown regression; different problem class." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Both involve tokenization/decoding regressions, but Whisper timestamp decoding and Kimi-K2.5 codec handling are distinct issues." + "reason": "Missing processor save files vs deepspeed optimizer step called twice; unrelated." }, { - "left": "issue:44623", + "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Missing processor save files and a deepspeed optimizer double-step bug are entirely different subsystems." + "reason": "Performance regression after upgrade vs double optimizer-step bug; no shared root cause." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "A generic Transformers 5.0 custom-model initialization breakage is not the same as the ESM2-specific breakage report." + "reason": "Whisper timestamp decode crash on trailing replacement char vs Kimi tokenizer codec regression; different underlying bugs." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Performance regression in filtering after upgrade and double optimizer stepping with deepspeed are unrelated." + "reason": "Transformers 5 custom model initialization breakage vs ESM2 broken; different model-loading failures." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch and slower filtering after upgrade do not describe the same defect." + "reason": "resume_from_checkpoint key mismatch vs throughput regression; unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both concern generation internals, but one is an _update_model_kwargs_for_generation/sync_gpus bug and the other is missing cache in chunked_prefill." + "reason": "Generation kwargs sync_gpus bug vs missing cache during chunked_prefill; both generation-related, but not the same path." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." + "reason": "EOS token config inconsistency vs AttentionInterface.register behavior change; different issues." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "The first item is too generic to match the specific gemma-4 zero3 from_pretrained problem." + "reason": "Generic bug report placeholder vs gemma-4 zero3 from_pretrained error; no evidence they are the same issue." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different quantization/loading paths." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different bugs." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe breakage and missing processor save files are unrelated." + "reason": "Qwen3-VL-Moe v5 regression vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "A missing field in Sam3VisionEncoderOutput is not the same as a trust_remote_code AutoConfig missing-fields issue." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel and Sentence Transformers loading hang are different problems." + "reason": "Missing fpn_position_embeddings on SAM3 vision output vs trust_remote_code config field loss; both mention missing fields, but different objects and causes." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal vision issues, but they affect different models and different attributes/position-id logic." + "reason": "SAM3 vision encoder output attribute error vs Qwen2.5-VL video position-id bug; different models and paths." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Both are import-related, but one is a missing top-level AutoImageProcessor import and the other is a non-existent image_utils import; insufficient evidence they stem from the same change." + "reason": "PyTorch import error vs Sentence Transformers hanging on load; not the same underlying bug." } ] }, @@ -12490,7 +12374,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 40, "review_unit_count": 53, "status": "reviewed", @@ -12517,10 +12401,10 @@ "issue:43704", "issue:43723", "issue:43784", + "issue:43824", "issue:43873", "issue:43976", "issue:44038", - "issue:44164", "issue:44188", "issue:44222", "issue:44242", @@ -12549,9 +12433,10 @@ "issue:46399" ], "soft_pairs": [ + "issue:41628|issue:44933", "issue:42371|issue:45092", - "issue:45406|issue:46202", "issue:45375|issue:45478", + "issue:45406|issue:46202", "issue:42994|issue:43525", "issue:43723|issue:46326", "issue:43784|issue:46399", @@ -12559,13 +12444,13 @@ "issue:45081|issue:45103", "issue:43873|issue:44945", "issue:42673|issue:43704", - "issue:46077|issue:46123", - "issue:41628|issue:44351", "issue:44964|issue:45137", + "issue:41628|issue:44351", "issue:43232|issue:44188", "issue:44222|issue:45310", "issue:44945|issue:45753", - "issue:42994|issue:44164", + "issue:42994|issue:43824", + "issue:46077|issue:46123", "issue:44038|issue:45310", "issue:36010|issue:41628", "issue:43232|issue:44792", @@ -12577,231 +12462,240 @@ "issue:42175|issue:44933", "issue:43377|issue:44242", "issue:42898|issue:44568", - "issue:43976|issue:44933", - "issue:43278|issue:45137" + "issue:43278|issue:45137", + "issue:43976|issue:44933" ], - "prepared_review_unit_hash": "e58a46f4e8f4b179d359ac3a179e12a52a1f41acd727052a9a788db60a848092", + "prepared_review_unit_hash": "d4b9adbcdad78462ce3347b11c53ad9e971cb6b0fb46beeaa7c789346ab89123", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36023, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "soft_pair_count": 31, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bundle of unrelated Transformers bug reports, with one clear duplicate pair around the Qwen3.5 MoE from_pretrained failure. Most other soft pairs share only broad subsystem terms (imports, saving/loading, generation, Qwen models) but not the same concrete bug.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the better canonical issue: it cleanly represents the Qwen3.5 MoE from_pretrained regression, and issue:45478 is an obvious duplicate with the same title and bug scope.", + "summary": "This cluster is mostly heterogeneous. The strongest likely duplicate signal is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which shares the same title and symptom. Separately, 45375/45478 also have identical titles and should be treated as a likely duplicate pair, but the packet still doesn\u2019t justify collapsing the whole cluster into one issue.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, 42673 is the best representative because it has the clearest likely duplicate counterpart (43704) and the most concrete bug description. Even so, the surrounding issues are too mixed to treat the cluster as one unified duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest global representative because it has an exact duplicate in the set and the problem description is specific and central to its subcluster.", + "best_issue_reason": "42673 is the strongest issue anchor in this packet because the 42673/43704 pair is the most compelling likely duplicate match. It should be used as the representative issue, not as proof that the entire cluster is a single duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Different problems: TF32 backend configuration vs. an old InternVL2 meta-initialization incompatibility." + "reason": "Both are import failures, but they involve different missing symbols and different code paths, so they do not look like the same bug." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Both involve multimodal/image-ish behavior, but one is a processor `_tokenizer` attribute error and the other is a Gemma roundtrip/tokenization issue." + "reason": "TF32 settings behavior and InternVL2 meta-initialization compatibility are unrelated problems." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 family, but one is a missing config field silently dropped by strict, the other is a from_pretrained loading error." + "reason": "The titles are identical, but this pair is not in the soft-edge list and the packet does not provide enough extra evidence here to merge them as the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but the failure modes differ: tokenizer state/_tokenizer missing versus pipeline roundtrip/tokenization behavior." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Different code paths: quantized model save failure vs. missing `pad_token_id` on `Llama4Config`." + "reason": "Quantized model saving failure and a missing config attribute are different defects." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression vs. `continue_final_message` behavior for mistral_common tokenizers; not the same bug." + "reason": "Both are tokenizer-related, but they target different mechanisms and distinct failures." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time `nn` NameError in sentence-transformers integration is unrelated to Qwen3.5 kernel registration." + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-kernel registration are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but different failures: from_pretrained error vs. config field dropping." + "reason": "Both involve Qwen3.5/Moe, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough to call them the same bug." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both are AttributeErrors, but one is Mistral tokenizer regex patching and the other is an auto-docstring kwargs processing crash." + "reason": "Tokenizer regex patching and auto_docstring annotation handling are clearly different code paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading bug is unrelated to pipeline-parallelism output corruption." + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different problems." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "Same Qwen3 model label, but the reports describe different VRAM leak contexts and are not clearly the same code-path." + "accept": true, + "reason": "These look like the same Qwen3ForCausalLM VRAM leak report: identical title, same symptom, and no contrary evidence in the packet. This is a likely duplicate pair." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both touch generation attention/pipeline logic, but one is bidirectional attention masking and the other is partial-batch result dropping." + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols (`AutoImageProcessor` vs `HybridCache`) and different failure modes." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Both are import errors, but they concern different missing exports and likely different regressions." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Different generation/attention issues: kwargs update after `sync_gpus` vs. diverging attention kernels under `torch.compile`." + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention MoE/Qwen, but one is FP8 save_pretrained and the other is a from_pretrained loading error; not the same bug." + "reason": "Both touch FP8/Moe/Qwen3.5 broadly, but one is save_pretrained behavior and the other is a from_pretrained load error." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism incorrect output is unrelated to the Qwen3.5 specific-image infinite loop." + "reason": "Pipeline-parallel output issues and a Qwen3_5 image infinite-loop bug are different problems." }, { "left": "issue:42994", - "right": "issue:44164", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and a missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Both involve save/load, but one is quantized model saving and the other is extra_state handling; different concrete failures." + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline batching are different defects." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen MoE area, but different model variants and generations of transformers; insufficient evidence of the same underlying bug." + "reason": "Both are Qwen/Moe-related, but they affect different models and different failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing exports: `GenerationMixin` vs `AutoImageProcessor`." + "reason": "Both are import failures, but for different symbols and likely different export regressions." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling is unrelated to the janus image-generation test failure." + "reason": "Generation kwarg logic and a janus model test failure are not the same issue." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression is not the same as FP8 save_pretrained failure, even if both mention FP8." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained issue." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend dependency packaging issue is unrelated to leftover dummy classes leaking into `dir(transformers)`." + "reason": "Packaging backend omission and leftover dummy-class cleanup are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure is unrelated to the pytest-xdist captured_info.txt race." + "reason": "Model config recognition failure and a pytest-xdist file race are unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist file race." + "reason": "BEiT label reduction and an xdist race condition are unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Pretrained preset loading with a legacy field is unrelated to the testing-utils race condition." + "reason": "Legacy-field model loading failure and an xdist race are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Package backend selection is unrelated to missing image_utils imports." + "reason": "Packaging backend omission and an image_utils import error are unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug is unrelated to load-balancing loss not being added." + "reason": "MIMI batching/padding-mask behavior and MoE load-balancing loss handling are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change is unrelated to mdeberta BOS/EOS token insertion regression." + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors: cleanup spaces versus special-token insertion." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Python-version compatibility issue is unrelated to the image_utils import problem." + "reason": "Embedding dtype drift and a ZeRO3 deque underflow are unrelated." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to the ZeRO3 deque underflow." + "reason": "Python-version compatibility and an image_utils import error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster-level conclusion is reasonable, but the wording overstates the evidence: the packet only shows a same-title, high-similarity pair for 42673/43704, not a confirmed duplicate. Please soften claims like \"confirmed duplicate pair\" / \"exact duplicate\" to \"likely duplicate\" unless there is explicit linkage in the packet. Also note that at least one other pair (45375/45478) has identical titles and should be acknowledged carefully if you want the summary to be maximally precise." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 41, "review_unit_count": 53, "status": "reviewed", @@ -12823,6 +12717,7 @@ "issue:42222", "issue:42831", "issue:42898", + "issue:43122", "issue:43479", "issue:43644", "issue:43723", @@ -12843,18 +12738,17 @@ "issue:44779", "issue:44869", "issue:44933", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", "issue:45200", + "issue:45245", "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", "issue:45812", - "issue:46082", "issue:46132", "issue:46209", "issue:46231", @@ -12866,8 +12760,8 @@ "issue:30333|issue:33290", "issue:42222|issue:45200", "issue:43479|issue:44869", - "issue:43479|issue:44079", "issue:42898|issue:45812", + "issue:43479|issue:44079", "issue:43784|issue:43824", "issue:43723|issue:44568", "issue:42898|issue:44779", @@ -12877,244 +12771,234 @@ "issue:43874|issue:45092", "issue:44295|issue:45656", "issue:44075|issue:46231", - "issue:44060|issue:45125", "issue:42898|issue:44448", - "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:44222|issue:44297", + "issue:45405|issue:45712", "issue:44933|issue:45712", "issue:44297|issue:45656", - "issue:44448|issue:46132", - "issue:44222|issue:44623", "issue:27957|issue:30333", "issue:30333|issue:34689", - "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44448|issue:46132", "issue:42831|issue:44623", "issue:46209|issue:46431", "issue:30333|issue:36331", + "issue:43479|issue:43644", "issue:30333|issue:35141", "issue:22355|issue:28282", - "issue:45071|issue:46082" + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209" ], - "prepared_review_unit_hash": "a7dffda18a604c305c18b8d02b6655c61d626629a4be5703c00975060d8b6217", + "prepared_review_unit_hash": "b27881a7b81e4fbe25f2c45da7873d2558e0eddb4ef98be2d22ada902d502572", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37640, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 35, + "serialized_chars": 38213, + "estimated_input_tokens": 9554, + "estimated_eval_tokens": 19364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning different subsystems, models, and release regressions. I found no soft-edge pair that clearly describes the same underlying issue, so I would keep them separate.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45812 is a broad, concrete regression report with clear user impact: AutoTokenizer returning wrong token IDs across an entire model family. It is specific enough to anchor a cluster while still representing a common v5 tokenizer regression theme.", + "summary": "This cluster is heterogeneous: most items are unrelated bugs, with only a loose tokenizer/regression theme among a few v5 issues. None of the soft-edge pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43122 is the closest broad representative of the tokenizer-regression subgroup, but the cluster overall is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue here because it is severe, clearly described, and affects multiple Granite models with a silent correctness regression.", + "best_issue_reason": "issue:43122 is the most representative issue for the shared v5 tokenization regression theme, even though it does not cover the unrelated items in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Different problems: loading/stall behavior in Sentence Transformers vs embedding reinitialization after resize. No shared code path." + "reason": "Sentence-transformers loading hang and token-embedding reinit are different bugs in different code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different artifacts and symptoms: processor.save_pretrained file omission vs Qwen3.5 MoE from_pretrained failure." + "reason": "Missing processor save files and Qwen3.5 MoE from_pretrained failure are distinct serialization/loading problems." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on training failure is unrelated to a deepspeed OOM during Adafactor optimization." + "reason": "Failed-MLflow reporting and deepspeed Adafactor OOM are unrelated training issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different model families and failure modes: broken VitPose models vs Gemma 4 multimodal token type defaults." + "reason": "VitPose breakage and Gemma 4 mm_token_type_ids defaults affect different model families and mechanisms." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig default-init bug is unrelated to Whisper word timestamp decode crashing on trailing replacement chars." + "reason": "Phi4MultimodalConfig default-init and Whisper timestamp decode crash are unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are distinct code paths and bugs." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token-id generation; not the same fix." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and model families; no evidence of one underlying bug." + "reason": "Config defaulting for multimodal inputs and ModelOutput key assignment are separate code paths." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Importing sentence-transformers with missing nn is unrelated to a missing Qwen2.5 VL symbol export." + "reason": "Missing nn import in sentence-transformers and missing Qwen2_5_VL export are different import errors." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Generic tokenizer loading issue vs a specific add_special_tokens BOS/EOS regression; not the same bug." + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS behavior are related to tokenization but are different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different models; similar theme but not the same underlying defect." + "reason": "These are both tokenizer regressions, but they describe different model-specific output issues and different underlying causes." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to auto_docstring failing under future annotations." + "reason": "KV-cache continuation crash in serve and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "v5 clean-up-tokenization behavior changes and Kimi-K2.5 codec/warning regressions are different bugs." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal model compatibility issues: missing image patch API vs remote-code checkpoint/meta-init incompatibility." + "reason": "GLM46V image-patch method missing and InternVL2 meta-init incompatibility are different multimodal model issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Reading a registered buffer and double optimizer stepping in deepspeed are unrelated." + "reason": "Buffer read error and double optimizer-step behavior under deepspeed are unrelated." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling is unrelated to a documentation typo." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both involve Qwen models, but one is a tied-weights warning bug and the other is missing tensor-parallel plan; not clearly the same change." + "reason": "Unused SGD args and a docs parameter-name typo are not the same issue." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer cleanup behavior change and Pegasus output drift are different regressions with different likely causes." + "reason": "Tokenizer clean-up regression and Pegasus v4/v5 output difference are distinct behavior changes." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "A dependency version bump is unrelated to leftover dummy class cleanup." + "reason": "Incorrect tied-weights warning in Qwen3-Next and missing _tp_plan in Qwen3.5 MoE are different model-internal bugs." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained behavior and tokenizer save_pretrained metadata mismatch affect different save paths." + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch are separate serialization problems." }, { - "left": "issue:44933", + "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and leftover dummy classes are both export/namespace issues, but not the same concrete bug." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer config metadata and deepspeed optimizer stepping are unrelated." + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." }, { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Pegasus v4/v5 output mismatch is unrelated to AttentionInterface.register behavior changes." + "reason": "Missing image_utils import and leftover dummy classes are unrelated repository hygiene bugs." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 model serialization and the other is processor file saving; different code paths." + "reason": "Tokenizer metadata saving and deepspeed optimizer stepping are unrelated." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support is unrelated to MLflow reporting after training failures." + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Failed-job reporting in MLflow is unrelated to a Llama 3.2 vision model loading regression." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Defaulting multimodal configs to None and junk-filling non-persistent buffers are different initialization bugs." + "reason": "MLflow failure reporting and Llama 3.2 Vision loading regression are unrelated." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy concerns are unrelated to processor.save_pretrained missing files." + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file export; not the same underlying bug." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "FP8 inference failure on B200 and missing chat template on a processor are different issues." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "MLflow reporting on failure is unrelated to a CustomTrainer signature change." + "reason": "FP8 accuracy and missing processor save files are unrelated." }, { - "left": "issue:30333", - "right": "issue:35141", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Training-job reporting and output embedding reinitialization are unrelated bugs." + "reason": "FP8/B200 inference failure and missing chat-template processor support are unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency errors are different import failures." + "reason": "Category-limit error and attention-registration behavior change are unrelated." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are distinct config issues." + "reason": "Tokenizer version regression and FP8 inference on B200 are unrelated." } ] }, @@ -13128,7 +13012,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 42, "review_unit_count": 53, "status": "reviewed", @@ -13144,12 +13028,13 @@ "issue:42757", "issue:42831", "issue:42907", - "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43644", "issue:43723", - "issue:43761", + "issue:43824", + "issue:44038", "issue:44190", "issue:44206", "issue:44222", @@ -13157,7 +13042,6 @@ "issue:44263", "issue:44279", "issue:44295", - "issue:44297", "issue:44360", "issue:44373", "issue:44483", @@ -13167,11 +13051,12 @@ "issue:44734", "issue:44829", "issue:44871", + "issue:44913", "issue:44977", "issue:44991", + "issue:45071", "issue:45092", "issue:45103", - "issue:45245", "issue:45310", "issue:45357", "issue:45381", @@ -13180,246 +13065,244 @@ "issue:46002", "issue:46050", "issue:46082", - "issue:46132", - "issue:46209", "issue:46305", "issue:46328", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:45245|issue:46132", - "issue:44297|issue:45310", - "issue:43122|issue:46209", "issue:43475|issue:46305", "issue:41628|issue:42757", - "issue:44190|issue:46082", "issue:43723|issue:44977", + "issue:45071|issue:46082", "issue:44206|issue:45103", "issue:45381|issue:46305", "issue:43232|issue:46424", - "issue:44734|issue:46421", + "issue:44190|issue:46082", "issue:44222|issue:44484", - "issue:43232|issue:45834", + "issue:44734|issue:46421", "issue:44295|issue:44623", "issue:44263|issue:45092", + "issue:43232|issue:45834", "issue:44373|issue:44485", "issue:43723|issue:44871", - "issue:44483|issue:45406", - "issue:44279|issue:46328", "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44483|issue:45406", "issue:44263|issue:44360", "issue:42907|issue:46050", "issue:30990|issue:38175", "issue:45092|issue:45357", - "issue:43761|issue:46082", "issue:43644|issue:46305", "issue:44829|issue:46002", "issue:44261|issue:45092", - "issue:42831|issue:45310" + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913" ], - "prepared_review_unit_hash": "2c18871f235082c312ffb436c7e5e5a34a49af8a15f0b6d5383327af19336602", + "prepared_review_unit_hash": "945bcf993fa8127c1d875a7b4dbf88347a163f4b2d09de044c2f8202b205fef3", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36130, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. Several are broadly about v5 loading/saving regressions, but the soft pairs are not the same concrete bug, so none should be merged as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43723 is the best cluster anchor: it is a clear, user-facing v5 tokenizer-loading regression in a generic API path, making it more representative than the model-specific reports.", + "summary": "This cluster is mostly a mix of unrelated Transformers v5/model-specific bugs. The soft links are largely superficial API-area similarity rather than the same underlying defect, so I would not merge any of the candidate pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43723 is the broadest, most generic user-facing regression in the set (tokenizer loading in v5) and is the closest thing here to an umbrella issue, though the cluster is too heterogeneous for a strong canonical match.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the most broadly applicable and easiest-to-track issue among this set; it captures a common v5 loading failure without being tied to one model family.", + "best_issue_reason": "issue:43723 is the best available anchor because it is a clear, high-level loading regression and more general than the more model-specific reports, but it still does not represent the whole cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Different bugs: category-count runtime error vs attention registration behavior change." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Both involve model/tokenizer loading, but one is tokenizer config serialization and the other is a Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:43122", - "right": "issue:46209", - "accept": false, - "reason": "Different failure modes: tokenizer output changes vs FP8 inference failure on B200." - }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 video encoder attribute error is unrelated to MoonshineStreaming window masking off-by-one." + "reason": "Different subsystems and failure modes: SAM 3 vision encoder attribute access vs Moonshine streaming mask off-by-one." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different dependency paths." + "reason": "Both are import errors, but for different symbols and likely different root causes; not the same bug." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + "reason": "Tokenizer loading regression vs flash-attention generation behavior; not the same code-path problem." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but one is a generic AutoTokenizer issue and the other is Qwen3.5 generation with flash-attention." + "reason": "Both concern config validation, but one is type checking and the other is Llama head_dim divisibility; different bugs." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "One is a LasrFeatureExtractor argument regression; the other is an auto_docstring crash with future annotations." + "reason": "Feature extractor argument incompatibility vs auto-docstring crash under future annotations; unrelated." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Different sequence bugs: Qwen2.5-VL vision position ids vs Moonshine streaming mask off-by-one." + "reason": "Different models and logic: Qwen2.5-VL vision_position_ids vs Moonshine streaming window masking." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to cache max length honoring." + "reason": "Both are cache/generation related, but one is sync_gpus model kwargs handling and the other is cache length config behavior; not mergeable as one fix." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "KV-cache continuation tensor indexing crash is a different issue from lazy cache init causing recompilation." + "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to the 50GB shard-size default question." + "reason": "Quantized save_pretrained bug vs max_shard_size question; same method name, different underlying issue." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are different code paths." + "reason": "Both involve cache, but one is KV continuation tensor indexing and the other is lazy init causing recompilation; different bugs." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to processor.save_pretrained missing files." + "reason": "Registering position_ids as a buffer vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in a DSA indexer is not the same as remote-code meta-init incompatibility." + "reason": "DSA indexer torch.split behavior vs remote-code checkpoint/meta-init incompatibility; not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs/cache handling vs Kosmos2.5 OCR long-input index error; different paths." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation correctness." + "reason": "Docstring text issue vs GLM-5 RoPE implementation bug; not the same change." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression is different from eos_token_id config inconsistency in Gemma-3." + "reason": "Tokenizer loading failure vs eos_token_id config mismatch; related area but different concrete bug." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both are tokenizer-load failures in v5, but on different models with no evidence of the same root cause." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency trouble is not the same as a performance bug in SequenceFeatureExtractor.pad." + "reason": "Generic dependency complaint vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Same broad area, but not the same bug: one is generic tokenizer loading, the other is a specific EMBEDDIA/est-roberta failure." + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different serving failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is split return values and the other is a missing ReLU." + "reason": "Same DSA indexer area, but one is torch.split return values and the other is missing ReLU; distinct bugs." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is unrelated to sinq quantization breaking after save/load." + "reason": "Both involve quantization/save/load, but dequantized Ministrals/Devstrals saving is not the same as sinq save/load breakage." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in siglip2 are different model/runtime issues." + "reason": "Sentence Transformers loading hang vs zero probabilities in SigLIP2; unrelated symptoms and code paths." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen/InternVL save/load regressions, but the concrete failures and code paths differ." - }, - { - "left": "issue:43761", - "right": "issue:46082", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to LlamaConfig head_dim validation." + "reason": "Both touch Qwen/InternVL multimodal save/load regressions, but one is meta-init compatibility and the other is incorrect visual encoder keys on save." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to a streaming attention window off-by-one." + "reason": "Non-persistent buffer initialization vs Moonshine streaming mask off-by-one; unrelated." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "FlashAttention-3 training degeneration is different from NaNs during checkout/init." + "reason": "Training degradation with flash_attention_3 vs NaNs after checkout/init; similar symptoms only, not the same bug." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA RMS norm epsilon precision issue is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "Layernorm epsilon precision issue vs remote-code checkpoint/meta-init incompatibility; unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FP8 accuracy issues on one side and Qwen3.5 MoE from_pretrained errors on the other are different bugs." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different bug classes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing import symbols, but different APIs/models and no shared concrete root cause." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default-init bug vs rotary_pct not persisting on reload; both config-related but different code paths and models." } ] }, @@ -13433,7 +13316,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 43, "review_unit_count": 53, "status": "reviewed", @@ -13460,17 +13343,17 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43479", "issue:43550", "issue:43576", "issue:43646", "issue:43756", + "issue:43761", "issue:43784", - "issue:43824", - "issue:44038", + "issue:43937", "issue:44060", "issue:44117", "issue:44188", + "issue:44261", "issue:44263", "issue:44295", "issue:44297", @@ -13480,12 +13363,12 @@ "issue:44521", "issue:44568", "issue:44704", - "issue:44913", "issue:44945", "issue:45278", "issue:45593", "issue:45753", "issue:46002", + "issue:46082", "issue:46132", "issue:46305", "issue:46326", @@ -13493,245 +13376,245 @@ "issue:46402" ], "soft_pairs": [ - "issue:43479|issue:44913", - "issue:41628|issue:43824", - "issue:42831|issue:44038", "issue:43408|issue:46402", + "issue:43761|issue:46082", "issue:44263|issue:44373", "issue:39401|issue:44568", "issue:22355|issue:27957", "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:42886|issue:43066", - "issue:44368|issue:46305", "issue:22355|issue:28218", "issue:42886|issue:42994", "issue:42831|issue:45753", + "issue:44368|issue:46305", "issue:43408|issue:46369", "issue:43232|issue:45593", "issue:43576|issue:43784", + "issue:44295|issue:44297", "issue:43646|issue:46002", - "issue:43756|issue:44060", "issue:43550|issue:46132", - "issue:44295|issue:44297", "issue:44117|issue:44704", "issue:42371|issue:44263", + "issue:43756|issue:44060", "issue:30990|issue:33357", "issue:44188|issue:44373", "issue:42907|issue:44945", + "issue:44261|issue:44373", "issue:43122|issue:44521", + "issue:39401|issue:44488", "issue:43122|issue:46326", "issue:41628|issue:45278", - "issue:39401|issue:44488" + "issue:42907|issue:43937" ], - "prepared_review_unit_hash": "946934485050c01537b0267472f10ff20faadd5e51ed33ee8825c836e596f00b", + "prepared_review_unit_hash": "b31397f29f897a00617ec1ec54b90d8305c0e83b22ab4f077f74f03d061b9f7e", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36187, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: it mixes unrelated tokenizer, import, quantization, generation, attention, and model-specific bugs. I rejected every soft edge; no single issue cleanly represents the rest.", - "confidence": 0.98, - "canonical_issue_reason": "No reliable canonical issue: the set is heterogeneous, so picking one issue as the duplicate anchor would be arbitrary.", + "summary": "These issues are largely heterogeneous and do not form a real duplicate cluster: they span unrelated tokenizer, import, generation, quantization, multimodal, and model-specific regressions. No soft pair looks like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to anchor the cluster, even though the surrounding items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these reports safely covers the rest of the cluster, so there is no strong representative anchor.", + "best_issue_reason": "Issue 45278 is the most general and likely to attract related follow-up reports; it is the strongest representative issue among otherwise unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Different models and failures: Phi4MultimodalConfig default-init bug vs GPTNeoX rotary_pct reload regression." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different breakpoints." - }, - { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Accuracy issue in FineGrainedFP8 is unrelated to the Qwen3-VL-Moe/transformers 5.0 bug." + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text-encoder weights; different symptoms and code paths." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:43761", + "right": "issue:46082", "accept": false, - "reason": "Same SAM3 family, but one is a warning mismatch and the other is a text-encoder weight-loading failure." + "reason": "Unrelated failures: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A torch.split/indexing bug and a docstring bug are not the same underlying issue." + "reason": "A torch.split indexing bug and a docstring issue are not the same bug." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but offset_mapping and add_special_tokens/BOS-EOS behavior are different code paths." + "reason": "Both are tokenizer bugs, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Module import failure for transformers.onnx vs XLMRoberta Flash Attention 2 support; unrelated problems." + "reason": "Missing transformers.onnx import is unrelated to XLM-Roberta Flash Attention support." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific huggingface_hub symbol import breakage vs a broad 'many import errors' report; not the same bug." + "reason": "Specific missing huggingface_hub symbol vs broad import errors after a version upgrade; not the same concrete defect." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support and Sentence Transformers loading hangs are different issues." + "reason": "Flash Attention on XLMRoberta is unrelated to sentence-transformers loading hangs." }, { "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Offline cache loading failure is different from wrong tokenizer decoder type in Transformers v5." - }, - { - "left": "issue:44368", - "right": "issue:46305", + "right": "issue:43066", "accept": false, - "reason": "A tied-embeddings warning and a sliding-window mask off-by-one are unrelated." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Importing transformers.onnx and tokenizer added-token spacing are different bugs." + "reason": "ONNX import failure is unrelated to added-token spacing behavior." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are separate code paths." + "reason": "Tokenizer offline/cache loading is unrelated to quantized model saving failure." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and a Qwen3_5 image infinite loop are not the same underlying problem." + "reason": "FineGrainedFP8 accuracy issues and a Qwen3_5 image-generation loop are different model behaviors." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-embeddings warning and a sliding-window off-by-one bug are not the same underlying issue." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "SAM3 warning/instantiation mismatch vs memory overflow in sam3-litetext; different failure modes." + "reason": "Both are SAM3-related, but one is a config/model-class warning and the other is a memory overflow in a different path." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command vs import-time NameError in sentence-transformers are different issues." + "reason": "Broken transformers env command and a sentence-transformers import NameError are different failures." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are distinct bugs." + "reason": "Reading registered position_ids and tokenizer_class mismatch are distinct bugs." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning do not share the same code path." + "reason": "Custom model initialization regression and NaNs in classification heads are different symptoms and code paths." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile/SDPA failure and AttentionInterface.register behavior change are different attention-related regressions." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs propagation are different loader bugs." + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are separate loader bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings guidance and torch.split return values are unrelated." + "reason": "TF32 API warning and GlmMoeDsaIndexer split behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model configuration issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang and MacOS bus error are different runtime failures." + "reason": "A loading hang and a MacOS bus error are not the same bug." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention-kernel divergence and a wrong docstring are not the same issue." + "reason": "torch.compile attention-kernel divergence and a docstring typo are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output corruption are unrelated." + "reason": "Dequantized model save failure and pipeline-parallel output correctness are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision/config issue is unrelated to a docstring bug." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenization differs across versions, but that is not the same as all-zero assistant_masks for multimodal chat templates." + "reason": "Tokenization differences across versions and multimodal assistant_mask generation are different behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated tokenizer/model-loading issues." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both involve tokenizer behavior, but different_final_message handling and version-to-version tokenization drift are different bugs." + "reason": "Version-to-version tokenization changes are unrelated to continue_final_message behavior with mistral_common." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "A specific missing export is not the same as a broad import-error regression report." + "reason": "Specific AutoImageProcessor import failure is broader than, but not the same as, the many import errors regression." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Wrong offset_mapping and failure to load a specific model are unrelated tokenizer/model-loading problems." + "reason": "Quantized model saving and invalid GenerationConfig for GLM-5 are unrelated." } ] }, @@ -13745,7 +13628,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 44, "review_unit_count": 53, "status": "reviewed", @@ -13759,6 +13642,7 @@ "issue:29127", "issue:29159", "issue:36296", + "issue:38617", "issue:39401", "issue:42175", "issue:42673", @@ -13779,12 +13663,10 @@ "issue:43992", "issue:44038", "issue:44222", - "issue:44261", "issue:44295", "issue:44297", "issue:44351", "issue:44360", - "issue:44373", "issue:44485", "issue:44514", "issue:44521", @@ -13798,56 +13680,57 @@ "issue:45072", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", "issue:45753" ], "soft_pairs": [ - "issue:44261|issue:44373", - "issue:42907|issue:43937", - "issue:43976|issue:44945", "issue:43784|issue:45600", + "issue:43976|issue:44945", "issue:44704|issue:45290", "issue:42907|issue:44964", "issue:39401|issue:44521", "issue:44038|issue:44297", "issue:43116|issue:45200", - "issue:44625|issue:44829", "issue:44360|issue:44485", + "issue:44625|issue:44829", "issue:44038|issue:44295", "issue:43122|issue:44514", "issue:43408|issue:43475", "issue:43122|issue:44779", - "issue:42907|issue:43452", "issue:44038|issue:44222", + "issue:42907|issue:43452", "issue:45216|issue:45478", - "issue:36296|issue:43116", "issue:43824|issue:44351", + "issue:36296|issue:43116", "issue:22355|issue:29159", "issue:42757|issue:44351", "issue:43278|issue:44945", "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:43066|issue:44779", - "issue:42673|issue:45072", "issue:22355|issue:29127", - "issue:43992|issue:44704" + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:43937|issue:44485" ], - "prepared_review_unit_hash": "88c21cfb32505dcd25a46bf357bf45caeb8e22e0b28ece628b0c8de81a5539b5", + "prepared_review_unit_hash": "a549e622308d7fcd217ec6f15797ebf2f1249bef197f4b0bb13929c3f733a20c", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35462, + "serialized_chars": 35463, "estimated_input_tokens": 8866, "estimated_eval_tokens": 17988 }, @@ -13856,186 +13739,150 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous bug reports across unrelated models, tokenizers, import paths, and training/runtime paths. None of the soft-similarity pairs look like the same underlying issue, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits the whole set because the items span unrelated subsystems and symptoms.", + "summary": "The set is mostly a grab bag of unrelated Transformers issues. The soft pairs share broad themes like tokenization, imports, or Qwen/SAM model families, but they do not describe the same underlying bug closely enough to deduplicate. I would reject every soft edge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import failures after an upgrade and serving as the best anchor for the small import-regression subset.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44038 is the strongest standalone bug report candidate: it is model-specific, regression-shaped, and concrete enough to anchor follow-up triage.", + "best_issue_reason": "issue:45278 is the most general, self-contained symptom among the issues and the one most likely to represent a broader duplicate cluster, even though the overall set is still heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "One is a config/precision bug in MLA q_a_layernorm; the other is a docstring problem for position_ids. Different symptoms and fixes." - }, - { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Dequantized save_pretrained failure and invalid GenerationConfig are unrelated code paths." + "reason": "Both are import-related, but they fail on different symbols in different code paths; not the same bug." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version support breakage is not the same as incorrect output under pipeline parallelism." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Both are import/compatibility related, but they reference different missing pieces in different integration paths." + "reason": "Python-version support regression and pipeline-parallel output corruption are unrelated failures." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwargs propagation and chat-template tool-call crashes are distinct API bugs." + "reason": "Both involve processor/chat-template plumbing, but the APIs and failure modes are different." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Both involve loading/saving, but they are different models and different failure modes." + "reason": "One is a save-pretrained issue for dequantized models; the other is a model load failure for a different model family." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant masks are separate tokenizer/template behaviors." + "reason": "Both are Qwen-related tokenization/multimodal issues, but offset_mapping and assistant_mask bugs are distinct." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "A Qwen3-VL-Moe bug and tokenizer_class metadata mismatch are not the same underlying issue." + "reason": "A Qwen3-VL-Moe regression and a tokenizer metadata mismatch are not the same underlying problem." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Classification example output failure and Gemma 4 mm_token_type_ids defaulting are unrelated." + "reason": "Different subsystems and symptoms: example script multi-label output vs Gemma 4 token-type handling." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training affect different paths." + "reason": "A discussion about DSA indexing is unrelated to GLM-5 RoPE implementation behavior." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "A missing ReLU in one component is not the same as a GLM-5 RoPE implementation discussion." + "reason": "Config propagation for Qwen3.5 is unrelated to flash-attention training degeneration." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error are different code paths." + "reason": "A model load/runtime issue and a position_ids buffer access bug are different code paths." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer-version output differences and batched chat-template crashes are different bugs." + "reason": "Tokenizer regression across versions and batched apply_chat_template crash are different concrete bugs." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning and missing fpn_position_embeddings are distinct SAM 3 Video problems." + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute in an output object." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenization-related, but they describe different models and different regressions." + "reason": "Both mention tokenizer regressions, but they affect different models and different observable behavior." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "save_pretrained for dequantized models and gguf_file loading are unrelated failure modes." + "reason": "A Qwen3-VL-Moe load bug is not the same as FP8 save_pretrained behavior." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Same broad model family, but one is a general transformers/Qwen3-VL-Moe bug and the other is FP8 save_pretrained behavior." + "reason": "Saving dequantized models and loading gguf through AutoTokenizer/AutoModel are distinct failure modes." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Checkpoint save correctness and from_pretrained load errors are separate operations." + "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained correctness and the other is from_pretrained loading." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Tensor parallel training bug and example script multi-label output bug are not the same issue." + "reason": "These are separate missing-export/import errors for unrelated symbols." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Missing exports for Qwen2_5_VLForConditionalGeneration and HybridCache are different missing symbols." + "reason": "Tensor-parallel training and the classification example script are unrelated bugs." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx import and slow/fast tokenizer inconsistency are unrelated." + "reason": "Missing module import and slow/fast tokenizer inconsistency are not the same underlying issue." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different packages and different missing names." + "reason": "One is a huggingface_hub import error, the other is a transformers export/import error." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "dtype drift between training and evaluate is not the same as incorrect LLM output in pipeline parallelism." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Packaging backend omission and Python 3.14 load failure are distinct environment/setup issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and Qwen3_5 infinite loop are different model behaviors." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenizer output regression are different tokenizer bugs." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in CI inference are unrelated." + "reason": "BF16-to-FP32 dtype drift and pipeline-parallel output corruption are different problems." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Import failure for transformers.onnx and LayoutLMv3 error-message clarity are not the same bug." + "reason": "Both are import-related, but one is a missing symbol and the other is a broad set of import failures after upgrade; not clearly one bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading and cached_file kwarg forwarding are unrelated." + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different failure classes." } ] }, @@ -14049,7 +13896,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 45, "review_unit_count": 53, "status": "reviewed", @@ -14060,13 +13907,13 @@ "cluster_id": "cluster-10000-451", "nodes": [ "issue:33453", - "issue:38617", "issue:39401", "issue:42222", "issue:42371", "issue:42673", "issue:43064", "issue:43116", + "issue:43122", "issue:43441", "issue:43450", "issue:43493", @@ -14088,14 +13935,12 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44485", "issue:44779", "issue:44936", "issue:44977", "issue:45071", "issue:45081", "issue:45083", - "issue:45278", "issue:45310", "issue:45357", "issue:45405", @@ -14106,21 +13951,20 @@ "issue:46002", "issue:46077", "issue:46231", + "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:38617|issue:45278", - "issue:43937|issue:44485", - "issue:43611|issue:46002", "issue:44188|issue:46328", + "issue:43611|issue:46002", "issue:44355|issue:46231", "issue:43116|issue:43493", "issue:42371|issue:43874", "issue:42222|issue:43441", "issue:44075|issue:44936", + "issue:43976|issue:45446", "issue:44038|issue:45478", "issue:45357|issue:45478", - "issue:43976|issue:45446", "issue:43116|issue:43825", "issue:45083|issue:45446", "issue:43064|issue:43673", @@ -14129,237 +13973,229 @@ "issue:39401|issue:44779", "issue:44117|issue:45588", "issue:44380|issue:46077", - "issue:42673|issue:43906", "issue:43827|issue:45446", + "issue:42673|issue:43906", "issue:43450|issue:43986", "issue:43673|issue:46328", "issue:44466|issue:46002", "issue:44291|issue:45071", - "issue:43937|issue:44977", "issue:45405|issue:45446", + "issue:43937|issue:44977", "issue:44117|issue:45081", - "issue:44410|issue:45310" + "issue:44410|issue:45310", + "issue:43122|issue:46298" ], - "prepared_review_unit_hash": "c9a51276c1137ef49e0445648a55bae0c8fb3aeebc576a45286b565fd66e2bb4", + "prepared_review_unit_hash": "86323b0f92007f674ff08c686e4ddf703c1c95605cfd4484bcddd54b5b2b92ce", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36585, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of Transformers v5 regressions and model-specific bugs. I do not see any soft pair that is the same underlying issue; the only clear duplicate-like item is the repeated Qwen3.5 MoE from_pretrained report (45310/45478), but it is not part of the provided soft-edge list.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45310 is the best canonical anchor only for the narrow Qwen3.5 MoE from_pretrained duplicate pair, since 45478 repeats the same title later. It is not a good canonical for the full cluster because the rest of the items are unrelated.", + "summary": "This cluster remains mostly heterogeneous regression reports. The Qwen3.5 Moe `from_pretrained` pair is only topically similar from the packet, not a confirmed duplicate bug, so it should stay conservative.", + "confidence": 0.87, + "canonical_issue_reason": "If a representative issue is needed, `issue:43122` is still the broadest tokenizer-regression report and best matches the tokenizer-related portion of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest issue anchor overall because it is an exact duplicate-style report with a clear, concrete failure mode. Even so, it should only represent that small subtopic, not the whole heterogeneous cluster.", + "best_issue_reason": "`issue:43122` is the most general and representative issue here because it describes a version-to-version tokenization regression and is broader than the model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related v5 regressions, but one is a specific missing symbol and the other is a broad upgrade-breakage report." - }, - { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both touch GLM-5, but one is a generation config validation error and the other is a RoPE implementation discussion." + "reason": "Different subsystems: attention-kernel branching vs padding performance." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base-model loading breakage and NaNs in classification heads are different code paths and symptoms." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated bugs." + "reason": "Model-loading `base_model_prefix` regression vs NaNs in classification heads." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file runtime errors are not the same as a documentation parameter-name mismatch." + "reason": "Compiled-file import errors vs a docs parameter-name mismatch." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification output logic and SigLIP2 model discrepancy are different problems." + "reason": "Example-script multi-label output bug vs a SigLIP2 implementation discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated issues." + "reason": "TF32 settings behavior vs missing processor method / AttributeError." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import breakage and Ministral FlashAttention failure are different model-specific regressions." + "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() are distinct trainer bugs." + "reason": "Optimizer argument handling vs trainer evaluate-after-train behavior." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3-VL-Moe, but one is a model-loading error and the other is a different from_pretrained regression." + "reason": "Python version compatibility report vs an AuxRequest import version check bug." }, { - "left": "issue:45357", + "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5-related, but one is save_pretrained key serialization and the other is a load-time error." + "reason": "Both are about Qwen3.5 Moe `from_pretrained` failures, but the packet only supports topical similarity, not a confirmed same underlying bug or duplicate report." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Python-version compatibility and a flex_attention import version check are not the same failure." + "reason": "Save-pretrained key serialization issue vs a load-time from-pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example output and pipeline deprecation messaging are unrelated." + "reason": "Empty multi-label example output vs an incorrect pipeline error message." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe helper behavior bug is unrelated to a flex_attention dependency/version check." + "reason": "Different helper-function behavior bug vs PyTorch version-check bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is not the same as missing GenerationMixin cache support." + "reason": "Optimizer-state issue under FSDP/PEFT vs GenerationMixin cache absence in chunked prefill." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is an offset_mapping correctness bug." + "reason": "Both tokenizer-related, but one is a loading regression and the other is offset_mapping correctness." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation and a stale warning on num_return_sequences are different issues." + "reason": "Invalid generation config vs a stale warning for `num_return_sequences`." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and different failure modes." + "reason": "Different model-specific tokenizer regressions with different symptoms." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and flash_attention s_aux=None crashes are unrelated subsystems." + "reason": "Tokenizer mapping assumption bug vs FlashAttention crash on `s_aux=None`." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Attention scaling being ignored and bidirectional masks being built are distinct attention bugs." + "reason": "Attention backend scaling bug vs causal-mask construction bug." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "A VRAM leak in dataloader threads and an isolated reproduction of another issue are not enough to call the same bug." + "reason": "Docs still referencing removed pipeline APIs vs an import/version-check issue." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM threads vs an isolated reproduction of another issue." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape errors and missing torchvision crashes are different video-processing problems." + "reason": "Batched video shape bug vs missing torchvision crash path." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked-prefill cache handling and padding conversion overhead are unrelated." + "reason": "Generation cache bug vs SequenceFeatureExtractor padding inefficiency." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different bugs." + "reason": "Serialization inconsistency vs NaNs in classification heads." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both are loading/type-checking regressions, but the error causes and code paths differ." + "reason": "Unexpected init argument error vs PretrainedConfig type-checking breakage." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are not the same issue." + "reason": "Dependency version bump issue vs an unrelated import-version check." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A PEFT minimum-version bump and a PyTorch version check for AuxRequest import are unrelated." + "reason": "Invalid generation config vs FlashAttention generation failure." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patch crashes are different tokenizer bugs." + "reason": "Tokenizer mapping None bug vs Mistral regex patch crash." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing QKV/gate projections in qwen3next and a Qwen3.5 Moe from_pretrained error are different model regressions." + "reason": "Different Qwen family bug reports with different failing code paths." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "These are both Qwen3-family reports, but they concern different models and different failure surfaces." + "reason": "Tokenizer regression vs a noisy logging message." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44038` vs `issue:45478` is not grounded as a clear duplicate from the packet. Their titles are not the same, and the evidence only supports topical similarity around Qwen/Moe from_pretrained failures, not a confirmed same-bug duplicate. Please downgrade that pair to a conservative false/uncertain verdict." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -14367,7 +14203,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 46, "review_unit_count": 53, "status": "reviewed", @@ -14401,9 +14237,11 @@ "issue:44075", "issue:44220", "issue:44261", + "issue:44263", "issue:44410", "issue:44483", "issue:44484", + "issue:44485", "issue:44493", "issue:44496", "issue:44829", @@ -14422,20 +14260,18 @@ "issue:45656", "issue:46178", "issue:46231", - "issue:46298", "issue:46328" ], "soft_pairs": [ - "issue:43122|issue:46298", "issue:45341|issue:45561", - "issue:38617|issue:41628", "issue:45341|issue:46328", + "issue:38617|issue:41628", "issue:44829|issue:45216", - "issue:42617|issue:45341", "issue:42222|issue:46178", + "issue:42617|issue:45341", "issue:45362|issue:46328", - "issue:42673|issue:43582", "issue:43408|issue:43742", + "issue:42673|issue:43582", "issue:39401|issue:43421", "issue:44877|issue:46231", "issue:42490|issue:42673", @@ -14445,219 +14281,220 @@ "issue:43937|issue:44496", "issue:44933|issue:45278", "issue:43066|issue:43122", - "issue:44410|issue:45478", "issue:42222|issue:45542", + "issue:44410|issue:45478", "issue:42371|issue:42831", - "issue:43012|issue:43577", "issue:44075|issue:45656", + "issue:43012|issue:43577", "issue:44483|issue:45464", "issue:42175|issue:42222", "issue:43097|issue:44493", "issue:43673|issue:45341", - "issue:41628|issue:45071" + "issue:41628|issue:45071", + "issue:44263|issue:44485" ], - "prepared_review_unit_hash": "7a27e7f980d90c2a7ee29a70a81dae3329f77dbfdfbf8ab84308d6feddfbab75", + "prepared_review_unit_hash": "1b4f50528d2cf6faf2d312f945c885c829cbf562d012dc05e3ed516135ad59c7", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35383, - "estimated_input_tokens": 8846, - "estimated_eval_tokens": 17948 + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad topical similarities, but they do not describe the same underlying bug or change. This looks like a heterogeneous issue set rather than one duplicate cluster.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "The set is mostly a loose collection of unrelated Transformers issues; the only near-cluster around import regressions is best represented by the broad version-upgrade import-breakage report. I found no PRs to evaluate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: it describes widespread import errors after upgrading from 4.57.0 to 5.5.0, which best subsumes the narrower import-regression complaints.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the only one framed as a general import-regression problem rather than a single symbol/model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Unrelated regressions: tokenizer output change vs a noisy logging message." + "reason": "Both involve testing utilities, but one is a generic bug and the other is a specific xdist race on captured_info.txt; not the same underlying defect." }, { "left": "issue:45341", - "right": "issue:45561", + "right": "issue:46328", "accept": false, - "reason": "Both mention testing utilities, but one is a vague small bug and the other is a specific xdist file race; not the same bug." + "reason": "Unrelated areas: testing_utils vs SequenceFeatureExtractor.pad performance." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different import failures for different symbols and code paths." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "Testing-utils bug vs SequenceFeatureExtractor.pad performance issue; no shared underlying defect." + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Both relate to Qwen3.5/training behavior, but one is flash-attention training degeneration and the other is save_pretrained checkpoint corruption." + "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained checkpoint regression are different bugs." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Completely different areas: a script execution problem vs a testing-utils bug." + "reason": "VitPose breakage and tensorflow_text backend validation are unrelated." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "VitPose model breakage and tensorflow_text backend registration are unrelated." + "reason": "Different reports with no shared failure mode beyond being in the test/docs ecosystem." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Chat runtime failure vs audio feature padding performance; different subsystems." + "reason": "Qwen3.5 chat crashes and padding performance are unrelated." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM vs Apple Silicon TypeError in caching_allocator_warmup; not the same bug." + "reason": "Different model-loading problems: sam3 tracker/model-type warning versus MobileLLM key error." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "Different model-loading problems for different models and causes." + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon warmup TypeError are distinct problems." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Both are tokenizer-related, but offset_mapping is a separate bug from runtime post-processor updates." + "reason": "Both are tokenizer-related, but offset_mapping is a different bug from runtime post-processor updates." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Config-loading strictness issue vs documentation parameter mismatch." + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Local-path import warning and a Qwen3 VRAM leak are unrelated." + "reason": "Local-path import warning and VRAM leak are different code paths." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision error are different concerns." + "reason": "TF32 API guidance and MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained regression; no shared code-path defect." + "reason": "Save_pretrained shard-size question and Qwen3.5 Moe from_pretrained error are not the same bug." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a config symbol vs a feature-extraction bug." + "reason": "ImportError for layer_type_validation and fbank feature extraction issue are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 vs model_type missing for a different checkpoint." + "reason": "Invalid GenerationConfig and unrecognized model config are different validation failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific missing import and a broad upgrade regression are not the same bug." + "reason": "These are both import-related, but 44933 is a specific missing import while 45278 is a broad upgrade-wide regression; not enough to call them the same defect." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but decoder-type mismatch and changed tokenization output are distinct issues." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen model families and different loading failures." + "reason": "Tokenizer decoder type regression and changed tokenization output are related by theme but not the same concrete bug." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Model breakage vs backend-installation problem; unrelated." + "reason": "VitPose model breakage and tensorboard/TensorFlow backend mismatch are unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "TF32 settings and FineGrainedFP8 accuracy are separate performance/precision topics." + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained error are different model-loading/model-architecture issues." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "A compile-time warning and a model dtype-loading bug are different code paths." + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy are unrelated." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Both involve optimizers, but one is unused SGD args and the other is a double-step deepspeed behavior." + "reason": "SGD args ignored and optimizer step called twice with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention float32/dtype, but one is a compile-time warning and the other is a loading dtype propagation bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Different chat-completions failures with different symptoms and likely different causes." + "reason": "General chat/completions rejection and streaming inference failure on Qwen3.5-0.8B are not the same concrete issue." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "TensorFlow backend packaging issue vs VitPose model breakage." + "reason": "Backend packaging/install issue versus VitPose model breakage." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed config attribute and unexpected position-id keys are not the same regression." + "reason": "Tie-embedding API removal and unexpected position-id key warnings are unrelated." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression vs testing-utils bug; unrelated." + "reason": "Generation cache missing during chunked prefill is unrelated to testing_utils." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import error for AutoImageProcessor vs PreTrainedConfig type-checking regression." + "reason": "AutoImageProcessor import error and PreTrainedConfig type-checking regression are different import/API issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-MoE torch.split behavior and GLM-5 RoPE implementation are separate model internals problems." } ] }, @@ -14671,7 +14508,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 47, "review_unit_count": 53, "status": "reviewed", @@ -14731,26 +14568,25 @@ "issue:46369" ], "soft_pairs": [ - "issue:44263|issue:44485", + "issue:43874|issue:44261", "issue:45071|issue:45542", "issue:27957|issue:43352", - "issue:43874|issue:44261", "issue:44263|issue:46172", "issue:44484|issue:45478", "issue:44360|issue:46172", "issue:43931|issue:44410", "issue:43441|issue:44829", "issue:43931|issue:44038", - "issue:43335|issue:45071", "issue:43097|issue:43452", + "issue:43335|issue:45071", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:43673|issue:46123", "issue:44933|issue:46231", + "issue:43673|issue:46123", "issue:45753|issue:46369", "issue:44117|issue:44987", - "issue:43986|issue:44484", "issue:43874|issue:44263", + "issue:43986|issue:44484", "issue:43531|issue:45341", "issue:45440|issue:46172", "issue:43986|issue:45372", @@ -14759,252 +14595,246 @@ "issue:43097|issue:46050", "issue:43064|issue:44315", "issue:38617|issue:42757", + "issue:43502|issue:43992", "issue:44062|issue:44117", - "issue:44410|issue:45375", "issue:44038|issue:44410", - "issue:43502|issue:43992", + "issue:44410|issue:45375", "issue:42890|issue:46298", "issue:38617|issue:44351", "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "1ae41e1e0f286754d97b9403bd0aaa7841e4e87e1c4991ec82c328a38b0eea75", + "prepared_review_unit_hash": "846b1548e376e2024c20df18aacb9cd416e110322c4459e046c1e5ea0a7e7b64", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37956, - "estimated_input_tokens": 9489, - "estimated_eval_tokens": 19234 + "soft_pair_count": 34, + "serialized_chars": 37659, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; none of the soft pairs looks like the same underlying bug/change. If a single anchor is needed, issue 43097 is the broadest core regression report among the set.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43097 is the most central, high-impact report here: it targets a core Trainer v5 regression, has discussion and inbound references, and is broader than the model-specific or one-off bugs around it.", + "summary": "All soft pairs look like superficially related but distinct reports; none are close enough to merge as duplicates. The set is a mixed bag of model-specific failures, unrelated import regressions, and independent documentation/test issues.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43064 is the most concrete and high-impact bug report in the set, with a specific failing configuration and a clear reproduction path, so it is the best anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best representative issue because it describes a concrete, cross-cutting failure in core training behavior rather than a narrow model-specific or documentation/test issue.", + "best_issue_reason": "issue:43064 is the strongest representative issue overall because it is specific, actionable, and describes a real runtime failure rather than a vague symptom or narrow API mismatch.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both mention GLM, but one is about DSA indexer torch.split behavior and the other about RoPE implementation; different code paths and bugs." + "reason": "Different bugs: GLM46V image-patch API vs MLA RMS epsilon precision/config handling." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "A PretrainedConfig type-checking regression is unrelated to a tensorboard-without-TF backend error." + "reason": "Unrelated regressions: PretrainedConfig type-checking vs TensorFlow backend detection." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both involve Flash Attention 2 support, but they are model-specific requests/errors for different architectures and likely different fixes." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-processor method and an MLA layernorm epsilon precision issue are unrelated." + "reason": "Both mention Flash Attention 2, but they concern different models and different support/status issues." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "These are different model families and different failures; no shared concrete bug." + "reason": "Different code paths: GlmMoeDsaIndexer split semantics vs DeepSeek-V4 tensor transpose/cast." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "A save_pretrained sharding question is not the same as a Qwen3.5 MoE from_pretrained loading error." + "reason": "Shard-size documentation question vs Qwen3.5 MoE from_pretrained failure are not the same bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to the deepseek-v4 transpose issue." + "reason": "DSA indexer missing ReLU is unrelated to the DeepSeek-V4 comb transpose issue." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-related, but one is a weight-shape mismatch in Qwen3-VL-30B and the other is missing projections in qwen3next; not the same bug." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but the model, failure mode, and code path differ." + "reason": "Both involve FlashAttention, but one is model support failure and the other is degenerate training with FA3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "These are different Qwen3-VL/MoE loading problems, not a single concrete defect." + "reason": "Different Qwen vision-family regressions with different symptoms and likely different fixes." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to PretrainedConfig type-checking." + "reason": "Removed config field vs gguf_file loading breakage are unrelated loader regressions." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Tie-embeddings removal and gguf_file tokenizer/model loading are different regressions." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to the PretrainedConfig typing regression." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a small testing_utils bug." + "reason": "Unsafe sys.modules access and a testing_utils bug are different issues in different files." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "A torchvision dependency crash in AutoProcessor is unrelated to a testing utility issue." + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing helper bug." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:44933", + "right": "issue:46231", "accept": false, - "reason": "Generation cache handling and mask pipeline partial-batch handling are different subsystems and bugs." + "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same underlying change." }, { - "left": "issue:44933", - "right": "issue:46231", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "A missing import from image_utils is unrelated to a documentation parameter-name typo." + "reason": "Generation cache handling in chunked_prefill is separate from MaskGenerationPipeline final-batch dropping." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "An infinite loop on a specific Qwen3_5 image and a SAM memory overflow are different model-specific failures." + "reason": "Infinite loop on one Qwen3_5 image and SAM3 litetext memory overflow are different model failures." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping returning None and a specific repo loading failure are not the same underlying issue." + "reason": "Tokenizer mapping None handling is unrelated to loading the physical-intelligence/fast model." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "A processor/torchvision crash is unrelated to a save_pretrained shard-size discussion." + "reason": "Missing image-patch counting method vs torch.split return-value handling are distinct API issues." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "These are unrelated GLM46V image-processing and DSA-indexer bugs." + "reason": "Video-model torchvision crash and save_pretrained shard-size behavior are unrelated." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to a small testing utility bug." + "reason": "Qwen3-MoE sliding_window behavior and a testing utility bug do not share a code path." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is not the same as the deepseek-v4 comb transpose issue." + "reason": "DeepseekV3MoE divergence from remote implementation is a broader modeling mismatch, not the DeepSeek-V4 transpose bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Torchvision-missing processor loading and a mistral_common ReasoningEffort import error are different failures." + "reason": "One is a missing torchvision dependency crash; the other is a mistral_common import regression." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "A layernorm epsilon precision discussion is unrelated to the max_shard_size question." + "reason": "RMS eps precision in MLA and GLM-5 RoPE implementation are separate architecture bugs." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder and a flash_attention.py sinkless-model crash are different code paths." + "reason": "Removed tie_embeddings flag is unrelated to the flash_attention.py s_aux=None crash." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "A config/API removal issue is unrelated to a quantized save/load regression." + "reason": "Config-flag removal and quantized save/load corruption are different bugs." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Wrong optimizer states on FSDP2/PEFT ranks is unrelated to Liger Kernel application with model_init." + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and modules; no shared root cause is evident." + "reason": "Different missing imports from different modules and different causes." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A duplicate special kwarg in AddedToken is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are unrelated." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are different model/config bugs." + "reason": "AddedToken special-argument duplication and tokenizer mapping fallback are separate tokenizer bugs." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen3-family issues, but they affect different model variants and different loading paths." + "reason": "Qwen3-VL-Moe loading bug and qwen3next missing projections are different model-definition issues." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "local_files_only leaking API calls is unrelated to a missing embed_tokens.weight in UMT5Encoder." + "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model bugs." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test lacking set_seed and a noisy logging message are unrelated." + "reason": "Flaky SamHQ integration tests and noisy logging are not the same underlying problem." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules; not the same bug." + "reason": "layer_type_validation import error and HybridCache import error are distinct missing-symbol regressions." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Tie-embeddings removal and quantized offloading behavior are different regression classes." + "reason": "Removed tie_embeddings flag and quantization offloading failure are unrelated changes." } ] }, @@ -15018,7 +14848,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 48, "review_unit_count": 53, "status": "reviewed", @@ -15085,10 +14915,10 @@ "issue:43824|issue:43986", "issue:44938|issue:46178", "issue:43066|issue:43906", - "issue:43208|issue:43550", "issue:43992|issue:44484", - "issue:43012|issue:43550", + "issue:43208|issue:43550", "issue:43012|issue:44368", + "issue:43012|issue:43550", "issue:43825|issue:44655", "issue:45712|issue:46298", "issue:42907|issue:44655", @@ -15103,8 +14933,8 @@ "issue:44380|issue:46132", "issue:43064|issue:44380", "issue:44222|issue:45478", - "issue:44483|issue:44514", "issue:36683|issue:43582", + "issue:44483|issue:44514", "issue:43208|issue:43526", "issue:42175|issue:46365", "issue:42490|issue:43012", @@ -15112,20 +14942,20 @@ "issue:42757|issue:43824", "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "7807488d83a7d61986eab1433db7d6db7d5cf2c1a914f9dd58e866cea4e05d77", + "prepared_review_unit_hash": "5372afc6951c97c61f611bc50a4cf2de54f6393f6768492878dfe28d402ba6e6", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37445, + "serialized_chars": 37447, "estimated_input_tokens": 9362, "estimated_eval_tokens": 18980 }, @@ -15134,168 +14964,174 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: most soft pairs are superficially similar regression/import/runtime reports but not the same underlying bug. No PRs are present. I would not merge any soft edge pair.", - "confidence": 0.16, - "canonical_issue_reason": "issue:43824 is the clearest, most self-contained bug report in the set, with a specific import failure and strong impact signal; it is the best representative of the overall import/regression theme, even though the cluster is not truly duplicate-heavy.", + "summary": "This is a heterogeneous set of Transformers issues with only superficial text overlap. The soft pairs mostly share keywords like import, save, warning, or backend, but they describe different bugs and code paths, so none should be merged.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43502 is the most discussed, self-contained runtime bug in the set, so it is the best weak anchor for triage; however, the cluster is too mixed to have a strong canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most actionable and representative issue here: concrete failure mode, clear reproduction context, and broader relevance than the other candidates.", + "best_issue_reason": "Issue 43502 has the clearest repro-style report and the highest discussion activity, making it the most actionable single issue to anchor this cluster, even though it is not a true representative of all items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Different failures: trainer lifecycle/eval breakage vs an import dependency conflict affecting Trainer import." + "reason": "Trainer.train()/evaluate lifecycle regression vs. an import failure involving datasets; different failure modes and code paths." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different code paths: cached_file kwargs propagation vs auto-docstring annotation handling." + "reason": "Passing kwargs to cached_file is unrelated to the auto_docstring crash under future annotations." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention backend config bug vs cache lazy initialization/recompilation behavior; not the same defect." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is a different bug from cache lazy-init recompilation with chunked prefill." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Missing torchvision in AutoProcessor/video loading is unrelated to TOKENIZER_MAPPING_NAMES returning None in from_pretrained." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both are import-related, but one is a missing class export and the other is an optional-dependency crash." + "reason": "Both are import-related, but one is a missing exported model class and the other is a torchvision dependency crash." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python-version loading failure and invalid backend mapping are unrelated." + "reason": "Python 3.14 load failure is unrelated to the tensorflow_text backend-mapping error." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The second item is only a reproduction issue reference, not evidence of the same tokenizer bug." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are distinct model-specific issues." + "reason": "Wrong tokenizer decoder type in v5 is not the same as an isolated reproduction of another bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing encoder weights on load vs an unrelated save_pretrained shard-size question." + "reason": "Missing embed_tokens.weight on load is unrelated to the save_pretrained max_shard_size question." }, { - "left": "issue:43012", + "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Precision warning during bfloat16 compilation is not the same as a Bamba SDPA compile failure." + "reason": "xLSTM small-model training blockers and Bamba SDPA compile failures are different model-specific bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings and different triggers: bfloat16 precision warning vs tie_word_embeddings warning." + "reason": "A bfloat16 compile warning is unrelated to the tie_word_embeddings config warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision-warning behavior during compile is not the same as the Bamba torch.compile/SDPA failure." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline translation messaging bug vs inability to save Pipeline objects." + "reason": "A pipeline error message about translations is unrelated to inability to save Pipeline objects." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class cleanup/check_repo issue is unrelated to a noisy logging message." + "reason": "Leftover dummy classes in no-torch builds is repo hygiene, not the same as a noisy logging message." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different persistence paths." + "reason": "Saving dequantized models and saving Pipeline objects are both save-related, but they are different APIs and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals has nothing to do with a Qwen3.5 image-specific infinite loop." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config field is not the same as a noisy logging message." + "reason": "A removed tie_embeddings_and_encoder_decoder warning is unrelated to generic noisy logging." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported Flash Attention on Nemotron is a model capability issue, not GPT2 attention scaling being ignored." + "reason": "Nemotron FlashAttention support and GPT2 attention-scaling behavior are distinct attention issues with different code paths." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Unsupported Flash Attention and a Python-version compatibility issue are unrelated." + "reason": "FlashAttention support for Nemotron is unrelated to the Python-version load failure." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek tensor transpose bug do not appear to share a code path." + "reason": "ESM2 breakage and a deepseek tensor transpose bug are unrelated model-specific failures." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to a Trainer import conflict." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import problem." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTSMixer post_init validation and Trainer import failure are different problems." + "reason": "patchtsmixer post_init restrictions are unrelated to the Trainer import failure caused by datasets." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling being ignored is not the same as degenerate zero loss in sequence classification." + "reason": "GPT2 attention scaling under backends is not the same as a degenerate zero-loss classification bug." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "AttentionInterface.register behavior change is a different API regression than GPT2 backend scaling." + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to AttentionInterface.register behavior changes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "FSDP2/PEFT optimizer-state corruption is a training-distributed bug, not the GPT2 attention-scaling issue." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MOE from_pretrained errors are distinct failures." + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained errors are both model-family-related but involve different operations and failure points." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Chat completions API rejection and batched processor crash are different surfaces." + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Gemma3Config vocab_size AttributeError and Apple Silicon allocator TypeError are unrelated." + "reason": "Chat/completions request rejection is unrelated to the Qwen2.5 VL batched padding crash." }, { "left": "issue:43208", @@ -15307,31 +15143,31 @@ "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Tensorflow backend packaging and Trainer import conflict are not the same issue." + "reason": "TensorFlow backend packaging and a Trainer import conflict with datasets are different dependency issues." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-model trailing-slash warning and bfloat16 precision warning are different behaviors." + "reason": "Trailing-slash local model loading warnings are unrelated to bf16 compile precision warnings." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Precision warning during compilation and compiled flex_attention failure are different bugs." + "reason": "A bf16 precision warning is not the same as compiled flex_attention failing on torch>=2.9." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration export are distinct import errors." + "reason": "Missing is_offline_mode from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are both import errors, but they are different symbols with different causes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "ImportError for layer_type_validation and local_files_only still making API requests are unrelated." + "reason": "The layer_type_validation import error and local_files_only still making API requests are unrelated issues." } ] }, @@ -15345,7 +15181,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 49, "review_unit_count": 53, "status": "reviewed", @@ -15379,7 +15215,6 @@ "issue:44075", "issue:44077", "issue:44230", - "issue:44242", "issue:44355", "issue:44380", "issue:44483", @@ -15400,6 +15235,7 @@ "issue:46077", "issue:46082", "issue:46172", + "issue:46202", "issue:46209", "issue:46298", "issue:46365" @@ -15413,244 +15249,251 @@ "issue:44483|issue:45290", "issue:44625|issue:46365", "issue:43299|issue:43867", - "issue:36683|issue:43475", "issue:42994|issue:44655", + "issue:36683|issue:43475", "issue:43066|issue:46209", "issue:43756|issue:44485", "issue:45276|issue:46077", "issue:43901|issue:44655", "issue:36010|issue:42757", "issue:43611|issue:44655", - "issue:36683|issue:44077", "issue:43352|issue:43937", + "issue:36683|issue:44077", "issue:43867|issue:45216", "issue:44625|issue:46077", "issue:43976|issue:44938", - "issue:46077|issue:46082", "issue:43352|issue:45593", + "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:36683|issue:44242", + "issue:36683|issue:44625", "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:44075|issue:46365", "issue:43010|issue:45278", - "issue:44355|issue:44855" + "issue:44355|issue:44855", + "issue:43867|issue:46202" ], - "prepared_review_unit_hash": "4606d0334b26b9e327a3138ba8b6780f60505dd217df21bba20db6ad0fff43ce", + "prepared_review_unit_hash": "ed7b0f3b5ee19249bec846af432b35bfd51bd76ad84b3324a9de9784f64cb969", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36465, - "estimated_input_tokens": 9117, - "estimated_eval_tokens": 18490 + "soft_pair_count": 32, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is only loosely related to Transformers v5 regressions; most soft pairs point to different model-, API-, or serialization bugs rather than true duplicates. No soft edge looks safe to merge.", - "confidence": 0.23, - "canonical_issue_reason": "issue:45278 is the broadest umbrella in the set: it reports multiple import failures after upgrading Transformers, which best matches the cluster\u2019s overall regression-heavy theme.", + "summary": "This cluster is a loose collection of Transformers bugs across unrelated models, APIs, and regressions. The soft edges do not look like true duplicates; they mostly share generic symptoms like loading/import failures or v5 regressions without the same underlying code path.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45698 is the closest broad representative because it covers a general from_pretrained/save_pretrained loading regression, which is the most central theme among the more general items. That said, the cluster is heterogeneous, so any canonical choice is weak.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best representative issue because it is broad enough to summarize the cluster, while the others are narrower model-specific or feature-specific bugs.", + "best_issue_reason": "Issue 45698 is the best available anchor for the cluster\u2019s loose load/save regression theme, but it is not a strong duplicate hub because many other items are model-specific or unrelated API regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Unrelated: removed Sam3LiteText auto-mapping CI break vs a noisy logging message." + "reason": "One is a CI break from removed SAM config references; the other is a vague noisy logging complaint. Different problems and code paths." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both mention Qwen3-VL/MoE, but one is a general loading bug and the other is fp8 inference support; different underlying problems." + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a general transformers 5.0 load bug and the other is inference-only fp8 support. Not the same concrete bug." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Different areas: save/load of custom modules vs a DeepSeek-V4 tensor transpose bug." + "reason": "General save/load wrong custom module issue versus a deepseek-v4 tensor transpose/dtype bug. Different failure modes and subsystems." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Both are regressions, but CLIP attentions missing is not the same bug as GPT-2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "CLIP output attentions regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same model family, different symptoms and code paths: missing attentions vs missing hidden_states." + "reason": "Both are CLIP-related, but one is an output-field assignment issue and the other is a forward regression returning hidden_states=None. Different concrete breakages." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat API request validation is a different problem from apply_chat_template crashing on tool-call assistant messages." + "reason": "One is a v5 chat completions API acceptance problem; the other is a tokenizer/template crash on assistant tool-call messages. Different request paths." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug vs an import-order issue involving datasets/Trainer." + "reason": "Qwen3.5 num_labels propagation is unrelated to importing Trainer being blocked by datasets." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and failure modes." + "reason": "Qwen3VL-Moe loading regression versus generic state_dict-sorted load error. Similar surface area, but not the same bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "AttributeError on Gemma3Config vs missing field on Sam3VisionEncoderOutput; unrelated models and attributes." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but the affected objects and code paths differ." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Quantized model saving failure is not the same as saving Pipeline objects with save_pretrained." + "reason": "Gemma3Config missing vocab_size is unrelated to SAM3 vision encoder output missing fpn_position_embeddings." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Tokenizer decoder type bug vs FP8 inference failure on B200; unrelated." + "reason": "Tokenizer decoder type mismatch and FP8 inference failure are unrelated bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different RoPE-related model issues; same general area but not the same concrete bug." + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both RoPE-themed but not the same concrete defect." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both Gemma4-related, but resize_token_embeddings behavior differs from bidirectional attention mask construction." + "reason": "Gemma4 resize_token_embeddings propagation bug versus Gemma4 bidirectional attention mask construction bug. Same model family, different code paths." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs serialization of Pipeline objects." + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained serialization." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency packages." + "reason": "Both are import errors, but they concern different symbols from different dependencies and unrelated breakages." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is not the same as saving Pipeline objects." + "reason": "base_model_prefix loading regression is separate from inability to save Pipeline objects." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init validation are unrelated." + "reason": "Nemotron flash-attn support gap and GLM-5 generation config validation are different model-specific issues." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "Flash Attention support error for NemotronH vs invalid GenerationConfig for GLM-5 are different bugs." + "reason": "Gemma3 vocab_size absence is unrelated to patchtsmixer post_init API constraints." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve loading/saving checkpoints, but one is a state_dict ordering error and the other is a Qwen3.5 save_pretrained regression." + "reason": "Generic sorted-state_dict load error is not the same as Qwen3.5 save_pretrained regression." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to Gemma4 bidirectional attention masks." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model configuration bugs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Different Python-version compatibility failures with no clear shared code path." + "reason": "Python-version packaging issue for Transformers 5.1.0 is distinct from Python 3.14 import/load failures." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Same version window, but Gemma4 attention masks and LlamaConfig head_dim validation are unrelated." + "reason": "Flash Attention 2 support for Nemotron and missing auxiliary losses in D-FINE are unrelated." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "FlashAttention support limitation vs D-FINE auxiliary loss logic; unrelated." + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different model/config behaviors." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different AttributeErrors on different model configs." + "reason": "Gemma3Config vocab_size and Llama4Config pad_token_id are separate missing-attribute regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint saving regression are unrelated." + "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint save corruption." }, { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:44625", "accept": false, - "reason": "Gemma3Config vocab_size missing is unrelated to MoE load-balancing loss omission." + "reason": "Different config propagation bugs in different models: missing Gemma3 vocab_size versus Qwen3.5 num_labels not copied." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both concern Qwen3.5, but one misses embed_tokens.weight and the other has a from_pretrained error; not the same concrete bug." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption under FSDP2/PEFT is unrelated to a cache strategy typo." + "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to a cache strategy typo." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored is an optimizer bug; importing Trainer being blocked by datasets is a different import/dependency issue." + "reason": "Optimizer SGD args ignored is not the same as Trainer import being affected by datasets installation." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "No_grad decoration for update methods is unrelated to import errors after upgrading Transformers." + "reason": "Torch no_grad decoration for cache updates and broad import errors after upgrade are different issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file handling is unrelated to the Python 3.13 DebertaV2Model parsing error." + "reason": "Compiled Python file import errors are unrelated to the Python 3.13 torch.jit.script indentation/parsing bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic sorted-state_dict load failure is not the same as Gemma pipeline roundtrip behavior on the \u2581 token." } ] }, @@ -15664,7 +15507,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 50, "review_unit_count": 53, "status": "reviewed", @@ -15676,6 +15519,8 @@ "nodes": [ "issue:28282", "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", "issue:36296", "issue:36683", @@ -15719,21 +15564,19 @@ "issue:45600", "issue:45850", "issue:46132", - "issue:46202", "issue:46285" ], "soft_pairs": [ - "issue:43867|issue:46202", "issue:43867|issue:45375", - "issue:41669|issue:44246", "issue:44938|issue:45071", "issue:36683|issue:43064", + "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:43992|issue:45478", "issue:43867|issue:45357", - "issue:43010|issue:43976", "issue:36296|issue:43575", + "issue:43010|issue:43976", "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", @@ -15741,8 +15584,8 @@ "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44964", - "issue:42890|issue:44112", "issue:42890|issue:45600", + "issue:42890|issue:44112", "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:44222|issue:45125", @@ -15755,234 +15598,235 @@ "issue:30333|issue:33453", "issue:45125|issue:45375", "issue:43010|issue:43232", - "issue:43502|issue:44222" + "issue:43502|issue:44222", + "issue:30990|issue:31795" ], - "prepared_review_unit_hash": "fba921e4e0f07433ba7038ca95ce222eba0e81f99df9c1a2904b2d903102dea8", + "prepared_review_unit_hash": "f3f1acbd45a1282d2a9ec9cb1efc0a1268c318942dbbb19826b602824a2c522a", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 36540, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 37120, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely a grab-bag of unrelated regressions and bugs. None of the proposed soft pairs looks like the same underlying problem closely enough to merge as duplicates, so I reject all soft edges. If a single issue must stand in for the set, the broad v5 reload regression report is the best representative, but only weakly so.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 44556 is the broadest, most user-facing regression in the set: a version-upgrade load/reload failure spanning v4.57 to v5.2/v5.3. It is still not a true duplicate of the others, but it is the least niche representative.", + "summary": "This cluster is very loose: most pairs are only superficially similar because they mention loading, v5, or a specific model name. I do not see any true duplicate pair among the soft edges. The cluster is best treated as a mixed bag of unrelated Transformers regressions and documentation/test issues.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43723 is the clearest representative of the main recurring theme in this cluster: a concrete v5-era loading failure affecting end users, without being overly niche.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 best captures the general class of v5 loading regressions and is the most plausible umbrella representative among these unrelated reports.", + "best_issue_reason": "issue:43723 is the most suitable global issue here because it describes a direct, user-facing loading regression and is easier to anchor than the many narrowly scoped or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Both mention loading-related failures, but one is a generic state_dict loading error while the other is a Gemma pipeline roundtrip/tokenization issue. Different code paths and root causes." - }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State_dict load sorting error and a missing Qwen3.5 vision config field are different bugs in different components." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": false, - "reason": "Import-time slowdown from import * cleanup and intermittent import slowness are both performance-related, but not the same change or failure mode." + "reason": "Different bugs: one is a generic model load/state_dict ordering error, the other is a Qwen3.5 vision config field being dropped." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import/load failure is an environment compatibility issue; the other is PretrainedConfig type checking in v5.4.0. Not the same bug." + "reason": "Unrelated failures: Python 3.14 import/load issue vs PretrainedConfig type-checking regression." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size and FSDP2/PEFT optimizer state corruption are unrelated model/config vs training-distribution bugs." + "reason": "Different code paths and symptoms: Gemma3Config missing vocab_size vs Trainer/FSDP2 optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import performance, but one is about removing import * from models while the other is about slow imports; not the same change or bug." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A flaky SamHQ integration test due to missing set_seed differs from a pytest-xdist race in captured_info.txt." + "reason": "Test flakiness in one SAM HQ test is unrelated to xdist race conditions in patched testing utilities." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A cache/layer @torch.no_grad issue is a specific implementation bug; the other is a broad complaint that v5 breaks too many models." + "reason": "Decorating cache/layer update methods with no_grad is a specific autograd fix, not a broad claim that v5 breaks too many models." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained errors are different model-loading failures." + "reason": "Different models and missing weights vs a Qwen3.5 from_pretrained error; no shared concrete code path." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Generic load error with sorted state_dict and incorrect visual encoder save_pretrained keys are different save/load bugs." + "reason": "Generic load error vs Qwen3.5 visual-encoder key regression; same broad area but not the same bug." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Cache update decoration and Python version compatibility are unrelated." + "reason": "Tensor-parallel training bug and tp OOM are both distributed-training themed, but they are distinct failures." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Tensor parallel training bug and OOM when loading Qwen2-57B-A14B-Instruct with tp are both TP-related, but the reported failures and likely fixes differ." + "reason": "no_grad decorator fix is unrelated to Python version compatibility failures." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions missing assignment and patchtsmixer optional post_init restriction are separate model API issues." + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init semantics." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-not-found ImportError and tokenizer loading regression are both import/load themed, but not the same underlying defect." + "reason": "PyTorch missing ImportError is not the same as tokenizer-loading regression." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Missing CLIPOutput attentions and inconsistent CLIP text model structure are distinct CLIP API regressions." + "reason": "Both concern CLIP-related structure, but one is attentions assignment and the other is text model nesting; different bugs." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Missing attentions assignment and LwDetrImageLoss AMP CUDA crash are unrelated model-output vs training/numerics bugs." + "reason": "CLIP attentions regression and float16 AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU discussion and DeepseekV3MoE divergence are different implementation concerns." + "reason": "DSA indexer/ReLU discussion is a different subsystem from DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only still making API requests is a download/offline bug; AddedToken special kwarg duplication is a tokenizer construction bug." + "reason": "local_files_only network behavior and AddedToken special-argument duplication are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness and Phi-4 multimodal model loading failure are unrelated." + "reason": "A flaky SAM HQ test is unrelated to loading Phi-4 multimodal model failures." }, { "left": "issue:42890", - "right": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "A missing set_seed in a test and a stale GraniteSpeech device override test failure are different CI/test problems." + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed configs." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:44112", "accept": false, - "reason": "Seed flakiness and auto_mappings referencing removed Sam3LiteText configs are unrelated test vs mapping issues." + "reason": "Test randomness/stale device override failure is not the same as missing seeds in SAM HQ tests." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions after v5, but one is tokenizer loading and the other is checkpoint reload across versions; different concrete failures." + "reason": "Tokenizer loading failure and v4.57-to-v5.2 checkpoint reload failure are both loading-related but distinct problems." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM from higher reserved CUDA memory is a memory-management regression, not a checkpoint reload failure." + "reason": "Int4 quantization OOM is unrelated to checkpoint reload compatibility across versions." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are different model export vs parallelism metadata bugs." + "reason": "FP8 save_pretrained behavior for MoE is different from missing _tp_plan for tensor parallelism." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Torch.no_grad decoration for cache/layer updates and a dummy nn.Conv2d in Sam3PixelDecoder are unrelated implementation changes." + "reason": "no_grad cache update fix and dummy Conv2d in Sam3PixelDecoder are unrelated implementation changes." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are separate CLI vs attention API issues." + "reason": "Broken env command in v5 is unrelated to AttentionInterface.register changing callback behavior." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline download leakage and GLM-5 RoPE implementation concern different subsystems and failure modes." + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are not the same bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "cannot import PreTrainedModel and cannot import HybridCache are both import errors, but they affect different symbols and likely different export paths." + "reason": "cannot import PreTrainedModel and cannot import HybridCache are separate export/regression issues." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing tensor-parallel plan for Qwen3_5MoeForConditionalGeneration and Qwen3.5 Moe from_pretrained error are related only by model family, not the same bug." + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 from_pretrained errors are related only by model family, not by the same underlying fix." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file loading errors and slow filtering after upgrade are unrelated." + "reason": "Compiled Python file errors and performance slowdown after upgrade are different failure modes." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow not reporting failed training jobs and tokenizer loading regression are entirely different problems." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing deepstack_visual_indexes are different Qwen3.5 configuration/model export issues." + "reason": "Tensor-parallel plan missing and dropped vision config fields affect different parts of Qwen3.5 MoE." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad decoration and generation kwargs sync handling are different generation internals." + "reason": "Cache/layer no_grad decoration is unrelated to generation kwargs synchronization after sync_gpus." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only offline leakage and FP8 save_pretrained moE are unrelated." + "reason": "API requests despite local_files_only and FP8 save_pretrained are distinct loading vs serialization bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward doc confusion are unrelated issues." } ] }, @@ -15996,7 +15840,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 51, "review_unit_count": 53, "status": "reviewed", @@ -16008,7 +15852,6 @@ "nodes": [ "issue:27957", "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -16043,6 +15886,7 @@ "issue:44908", "issue:44938", "issue:44961", + "issue:45003", "issue:45071", "issue:45125", "issue:45230", @@ -16056,7 +15900,6 @@ "issue:46209" ], "soft_pairs": [ - "issue:30990|issue:31795", "issue:43299|issue:44556", "issue:43502|issue:44961", "issue:42831|issue:43874", @@ -16064,8 +15907,8 @@ "issue:44355|issue:45071", "issue:43827|issue:44961", "issue:44355|issue:44655", - "issue:44315|issue:44360", "issue:33453|issue:34689", + "issue:44315|issue:44360", "issue:27957|issue:33453", "issue:42757|issue:43576", "issue:43576|issue:45071", @@ -16075,257 +15918,262 @@ "issue:43576|issue:44938", "issue:44222|issue:44230", "issue:41628|issue:42548", - "issue:46143|issue:46144", "issue:44908|issue:44961", "issue:44485|issue:44961", + "issue:46143|issue:46144", "issue:36296|issue:43901", - "issue:44315|issue:46209", "issue:36296|issue:43526", + "issue:44315|issue:46209", "issue:43673|issue:44492", - "issue:45362|issue:45850", "issue:44623|issue:45230", + "issue:45362|issue:45850", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44230|issue:46095", - "issue:44393|issue:45071" + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556" ], - "prepared_review_unit_hash": "3af8d5b294438fee42a60e4f8195947bf5d8b2795d3a6e7ea2583c24e1c1320b", + "prepared_review_unit_hash": "8872d0e5d7b800106aa3a22477e7b8a350a6ee3e9a8f70ffefed3aa9ecceb972", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36411, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 33, + "serialized_chars": 36717, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of Transformers v5-era regressions, import failures, model-loading issues, and unrelated docs/feature bugs. Only the RoFormer pair looks like the same underlying code-path problem; the rest are too different to merge as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, capturing the shared theme of widespread v5 regressions across models and loading paths, even though it is very generic.", + "summary": "The candidate pairs are mostly superficial similarities (often just shared version/model/subsystem keywords) rather than the same underlying bug. I would not merge any of the soft edges, and there is no clear canonical issue or PR for this heterogeneous set.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single representative because it summarizes the overarching cluster theme better than the more specific bugs, but it is still too vague to serve as a precise canonical fix.", + "best_issue_reason": "No strong global best issue: the items span unrelated loading, import, FP8, docs, scheduler, and model-specific bugs, so no single issue safely represents the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Loading-stuck bug vs model.forward documentation issue; different problem and code path." - }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are reload regressions, but one is Qwen3VL-Moe-specific and the other is a generic v4.57\u2192v5.2/5.3 checkpoint reload failure." + "reason": "Both involve model loading and version changes, but one is Qwen3-VL-MoE loading while the other is checkpoint reload after upgrading to v5.2/v5.3; too different to be the same bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leak vs unrelated placeholder issue; no shared bug." + "reason": "Local-files-only network requests and a random issue title are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy regression vs missing image-processor method causing multimodal token counting failure; different issues." + "reason": "FP8 accuracy problems and a missing image-patch API on GLM46V are different code paths and symptoms." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting failure after job crash vs tensor-parallel training bug; unrelated." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution error vs PretrainedConfig type-checking breakage; distinct regressions." + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs unrelated placeholder issue." + "reason": "Docs still referencing pipeline() and an unrelated issue title are not duplicates." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and save_pretrained pipeline serialization are separate bugs." + "reason": "One is about running compiled Python files, the other about save_pretrained on Pipeline objects; different failures." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Liger Kernel application bug vs DSA indexer/ReLU discussion; unrelated." + "reason": "Both are loading-related regressions, but tokenizer loading and Llama 3.2 Vision model loading are not the same bug." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Tokenizer-loading regression vs Llama 3.2 90B Vision model-loading regression; similar symptom, different failure." + "reason": "Liger Kernel not applying in model_init and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta vs tokenizer-loading regression; different code paths." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub import vs broken transformers env command; both are import/CLI symptoms but not the same bug." + "reason": "An import error from huggingface_hub and a broken transformers env CLI command are different issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and PretrainedConfig type-checking are separate regressions." + "reason": "Broken env CLI in v5 and PretrainedConfig type-checking breakage are not the same code-path problem." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "env CLI breakage vs missing Qwen2_5_VL export; different export surfaces." + "reason": "The env command and Qwen2_5_VL import failure are separate regressions." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + "reason": "Documentation confusion around model.forward arguments is unrelated to an ImportError for layer_type_validation." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug; no overlap." + "reason": "Random title vs Gemma4 audio positional encoding bug are unrelated." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "CLI env issue vs Python 3.14 load failure; too broad to be the same bug." + "reason": "Broken env CLI and Python 3.14 load failure are both version-related, but not the same concrete defect." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request; related theme, but not the same concrete defect." + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; too broad to merge." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing top-level imports; likely separate export regressions." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": true, - "reason": "Both point to the same RoFormer forwarding/interface problem: kwargs are not propagated because the attention implementation bypasses the expected interface." + "reason": "Two different top-level import errors for different symbols; same broad area, not the same bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to the unrelated title." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + "reason": "GLM-5 RoPE implementation and an unrelated issue are not duplicates." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Tensor-parallel training bug vs pipeline docs mismatch; unrelated." + "reason": "Both are RoFormer-related, but one is missing kwargs passthrough and the other is attention-interface usage; distinct change requests." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Model-init Liger Kernel application bug vs FP8 inference failure on B200; different failures." + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug; unrelated." + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill vs documentation typo; not the same issue." + "reason": "Liger Kernel with model_init and FP8 inference on B200 are different problems." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Specific Qwen3.5-35B chat crash vs broad complaint about many v5 breakages; not a duplicate." + "reason": "Missing GenerationMixin cache in chunked_prefill and a typo in cache strategies are not the same issue." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor save_pretrained missing files vs generic bug report placeholder; no evidence of sameness." + "reason": "Missing files in processor.save_pretrained is not enough to merge with a generic bug report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5-35B crash and a broad complaint that v5 breaks many models are not the same concrete bug." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading failure vs undefined tf backend error when only tensorboard is installed; unrelated." + "reason": "Lazy loading issues and a TensorBoard-without-TensorFlow backend error are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug vs missing _tp_plan for Qwen3.5Moe tensor parallelism; same family, but not the same concrete code-path problem." + "reason": "A general Qwen3-VL-Moe bug report and a missing _tp_plan for tensor parallelism are related only at a very broad model-family level." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support request vs DeepSeekV4 weight-conversion question; unrelated." + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are different code paths." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Qwen3-VL bounding-box output problem vs PretrainedConfig type-checking breakage; different bugs." + "reason": "Broken transformers env CLI and checkpoint reload failures after upgrading versions are both version regressions, but not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays grounded in the packet: issue:45850 is a reasonable broad canonical issue, and the cluster is accurately described as mostly heterogeneous v5 regressions rather than a tight duplicate set. The soft-edge calls are generally conservative, and the only accepted pair (46143/46144) is plausibly the same RoFormer interface/kwargs defect from the titles alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 52, "review_unit_count": 53, "status": "reviewed", @@ -16335,6 +16183,7 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-451", "nodes": [ + "issue:31515", "issue:31795", "issue:33453", "issue:34689", @@ -16368,7 +16217,6 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:45003", "issue:45071", "issue:45092", "issue:45230", @@ -16385,27 +16233,25 @@ "issue:46328" ], "soft_pairs": [ - "issue:44273|issue:45003", - "issue:43576|issue:44556", "issue:44393|issue:45753", - "issue:43525|issue:45850", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:41669|issue:46218", - "issue:42890|issue:44908", "issue:43408|issue:44315", + "issue:42890|issue:44908", "issue:44297|issue:45230", - "issue:44246|issue:44273", "issue:44295|issue:45230", + "issue:44246|issue:44273", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44704|issue:44908", "issue:43976|issue:44393", "issue:44908|issue:45071", + "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:44492|issue:46328", "issue:41669|issue:45341", @@ -16417,297 +16263,306 @@ "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", - "issue:44655|issue:44861", "issue:45230|issue:45310", + "issue:44655|issue:44861", "issue:44360|issue:45468", "issue:44273|issue:44908", "issue:43576|issue:46218", - "issue:43519|issue:44485", "issue:46018|issue:46172", + "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", - "issue:31795|issue:34689" + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468" ], - "prepared_review_unit_hash": "11951b5bfa07b38257532f90d8dd76794deb3d82c8978347926045f27e831bc6", + "prepared_review_unit_hash": "ed8f3f4b94cfb254d675fe1a804f93ce1af499b4b12e23752df1a0753fd2eaee", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39545, - "estimated_input_tokens": 9887, - "estimated_eval_tokens": 20030 + "soft_pair_count": 43, + "serialized_chars": 39861, + "estimated_input_tokens": 9966, + "estimated_eval_tokens": 20188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Cluster is mostly a grab bag of Transformers v5 regressions, import/loading issues, and model-specific bugs; there are a few thematic similarities, but no clear duplicate pair.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring \u201cv5 breaks models\u201d theme, even though it is very generic.", + "summary": "This cluster is dominated by unrelated issue reports that only loosely share a Transformers-v5 regression theme. I would not merge any soft-edge pair; the safest representative issue is the broad but concrete v5 import-regression report.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the clearest broad regression report here: it describes widespread import failures after upgrading to Transformers 5.5.0, which matches the recurring post-v5 breakage pattern better than the vaguer umbrella complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best representative of the cluster because it captures the common version-regression theme shared by several nearby reports.", + "best_issue_reason": "Best single anchor for the cluster because it is concrete, versioned, and broad enough to represent the repeated model/import loading regressions without being as vague as the generic 'breaks too many models' report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Related import/lazy-loading area, but different bugs: intermittent import slowness vs unsafe `sys.modules` access." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Different failures: broken `transformers env` command vs checkpoint reload compatibility after upgrade." - }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but different symptoms and code paths: bbox output bug vs image-specific infinite loop." + "reason": "Same model family, but different symptoms and likely different bugs: bbox-output hallucination vs infinite loop on a specific image." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Specific `Llama4Config` attribute error vs a broad complaint about many models breaking." + "reason": "Different problems: import-time `*` usage slowdown vs missing GenerationMixin cache in chunked prefill." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Import-star cleanup/perf issue is unrelated to missing cache in chunked prefill." + "reason": "Specific missing `pad_token_id` attribute on Llama4Config is not the same concrete bug as a generic v5 breakage complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 loading regressions, but for different models and different root causes." + "reason": "Both are checkpoint-loading regressions, but one is a general reload failure and the other is a model-specific remote-code/meta-init incompatibility." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Model-specific missing `pad_token_idx` issue vs a vague global breakage report." + "reason": "Specific StableLmConfig missing `pad_token_idx` is not the same underlying issue as the broad v5 model-breakage report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is unrelated to the broad v5 regression complaint." + "reason": "A cache-strategy typo is unrelated to a broad model-loading regression." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Both describe v5 breakages, but not the same concrete failure or fix." + "reason": "Both mention v5 regressions, but one is import failures and the other is a vague umbrella complaint; not the same concrete bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API migration issue has nothing to do with a cache-strategy typo." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both touch imports, but one is import-time bloat and the other is a missing symbol." + "reason": "Import-star cleanup slowdown is unrelated to a missing `Qwen3_5ForCausalLM` import." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Missing `set_seed()` in tests is unrelated to scheduler kwargs handling." + "reason": "Different subsystems and symptoms: model-type mismatch warning vs Liger Kernel not applying in `model_init`." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Model-type mismatch warning vs Liger Kernel not being applied under `model_init`." + "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save metadata mismatch vs a too-generic bug report with no concrete match." + "reason": "Tokenizer class mismatch in save_pretrained is not the same as an unspecified bug report." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Same import/lazy-loading area, but one is intermittent slowness and the other is a broader lazy-loading failure." + "reason": "Position-ids buffer access error is unrelated to a generic bug report." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Buffer access error vs generic bug report; no specific overlap." + "reason": "Both concern import/lazy-loading behavior, but the titles do not indicate the same concrete failure path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Different model bugs and symptoms: Flash Attention 2 support error vs Qwen3-VL bbox issue." + "reason": "Unsupported flash-attention-2 for Nemotron is unrelated to Qwen3-VL output errors." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env CLI and scheduler kwargs are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:44908", - "accept": false, - "reason": "AutoProcessor kwargs forwarding bug vs scheduler kwargs bug." + "reason": "Broken `transformers env` command is unrelated to inverse-sqrt scheduler kwargs handling." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL output bug." + "reason": "Python-version compatibility issue is unrelated to a Qwen3-VL bounding-box bug." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to `PretrainedConfig` type-checking regression." + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding is unrelated to scheduler behavior." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import performance cleanup vs missing `HybridCache` symbol; different underlying problems." + "reason": "Import-star performance cleanup is unrelated to `HybridCache` import failure." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs feature-extractor padding inefficiency." + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup/perf issue vs a separate testing_utils bug." + "reason": "Import-star cleanup is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support regression vs a broad claim that v5 breaks many models." + "reason": "Python 3.9 compatibility is not the same concrete problem as broad v5 model breakage." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5-related problems: vision bbox hallucination vs from_pretrained error." + "reason": "Different models and different failure modes: Qwen3-VL bbox issue vs Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post-init policy issue is unrelated to `_tied_weights_keys` list handling." + "reason": "PatchTSMixer post-init validation and tied-weight-key AttributeError are unrelated code paths." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility issue vs missing Qwen3_5 import; unrelated." + "reason": "Python-version support issue is unrelated to a missing Qwen3_5 import." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still mention pipelines, but the other issue is about scheduler kwargs." + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion in `forward` vs tokenizer loading regression." + "reason": "Documentation confusion and tokenizer-loading regression are unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application issue vs flash_attention_3 training degeneration." + "reason": "Liger Kernel not applying in `model_init` is unrelated to flash-attention-3 degenerate training." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Env command failure vs lazy-loading issue; same broad area, but not the same bug." + "reason": "Broken env command and lazy-loading issues are different problems." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Pipeline save_pretrained issue vs tied-weights crash; no concrete match." + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE `from_pretrained` failure." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "`45230` is too generic to establish the same bug as the Qwen3.5 MoE from_pretrained error." + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError do not share a concrete code path." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion vs Gemma-4 audio positional-encoding bug; unrelated." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy-loading/import issue vs scheduler kwargs handling; different code paths." + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env CLI vs missing model import; unrelated." + "reason": "Env command breakage and Qwen3_5 import failure are different issues." }, { - "left": "issue:43519", - "right": "issue:44485", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Qwen3VL timestamp calculation bug vs GLM-5 RoPE implementation issue." + "reason": "Both are DeepSeek-V4 related, but shared-expert gating and a transpose bug are different concrete defects." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating bug vs a separate tensor transpose bug." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation bug vs scheduler kwargs handling; unrelated." + "reason": "Timestamp computation in a processor is unrelated to scheduler kwargs." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue vs VRAM leak in multi-threaded dataloading." + "reason": "Import-star cleanup is unrelated to a multi-thread VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Confusing docs issue vs Llama 3.2 Vision model-loading regression." + "reason": "Documentation confusion is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are different issue types." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and GLM-5 RoPE behavior are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas; not the same bug." } ] }, @@ -16721,7 +16576,7 @@ { "label": "issue", "component_index": 1, - "component_count": 19, + "component_count": 21, "review_unit_index": 53, "review_unit_count": 53, "status": "reviewed", @@ -16733,7 +16588,6 @@ "nodes": [ "issue:30333", "issue:31515", - "issue:31795", "issue:33453", "issue:36296", "issue:37934", @@ -16760,15 +16614,14 @@ "issue:44261", "issue:44263", "issue:44351", - "issue:44485", "issue:44492", "issue:44623", "issue:44861", "issue:44908", + "issue:44938", "issue:44998", "issue:45290", "issue:45310", - "issue:45341", "issue:45468", "issue:45850", "issue:46018", @@ -16777,27 +16630,24 @@ "issue:46218" ], "soft_pairs": [ - "issue:31515|issue:31795", - "issue:43704|issue:44485", - "issue:44485|issue:45468", "issue:43298|issue:46095", "issue:45850|issue:46218", - "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:43502|issue:43519", "issue:43519|issue:44623", "issue:43519|issue:43704", - "issue:43606|issue:45468", "issue:44263|issue:45468", + "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:44351|issue:46218", "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44492|issue:44998", - "issue:44998|issue:45850", "issue:43618|issue:44998", + "issue:44998|issue:45850", "issue:44861|issue:45290", - "issue:44998|issue:45341", + "issue:44938|issue:44998", "issue:43525|issue:44861", "issue:43572|issue:44861", "issue:31515|issue:38617", @@ -16820,124 +16670,106 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "569e822d64c6453389c7d4c69dceb57fb57c246e504fe0c434082cd440e02159", + "prepared_review_unit_hash": "b93ef340566e52613028540886377d34423786504b321ba8887e6146fa56663b", "component_budget": { "node_count": 451, "item_count": 451, "soft_pair_count": 1666, - "serialized_chars": 862653, - "estimated_input_tokens": 215664, - "estimated_eval_tokens": 431584 + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 }, "budget": { - "node_count": 44, - "item_count": 44, - "soft_pair_count": 42, - "serialized_chars": 37114, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated regression reports, doc issues, or model-specific bugs, so none of the soft edges look like true duplicates. No PRs are present; the closest thing to a thematic umbrella is a vague v5-regression complaint, but it is not a safe duplicate hub.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue exists because the items span unrelated subsystems and failure modes. If one must be chosen, issue 45850 is the broadest umbrella for the v5-regression theme, but it is too vague to be a true duplicate target.", + "summary": "This cluster is mostly heterogeneous. A small subset touches tokenizer/v5 regressions, but most pairs are different bugs in different code paths, so I would not merge any soft edges.", + "confidence": 0.37, + "canonical_issue_reason": "Issue #42913 is the clearest representative of the recurring tokenizer/v5 regression theme and is more concrete than the broader umbrella reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the only broad, umbrella-style report in the set, so it is the closest fit for a cluster representative. That said, it is still too generic to serve as a high-quality canonical duplicate.", + "best_issue_reason": "#42913 is the best single issue to anchor the cluster, but only weakly: it matches the most plausible duplicate subgroup while the rest of the items span unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Checkpoint loading slowdown and documentation confusion are different problem types." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in Qwen3 causal LM is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model-specific bugs." - }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models is unrelated to DeepSeek-V4 weight conversion support." + "reason": "Different problems: continuous batching support for audio models vs. DeepSeek-V4 weight conversion/readability." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5 regression complaint is not the same as a specific import error for Qwen3.5." + "reason": "Broad v5 breakage report vs. an import failure for a specific Qwen3.5 module." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Local-files-only network calls and Qwen3VL timestamp calculation are different code paths." + "reason": "TF32 API guidance is unrelated to a Qwen3ForCausalLM VRAM leak." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "TF32 configuration guidance is unrelated to a VRAM leak bug." + "reason": "local_files_only network violation vs. Qwen3VL timestamp calculation bug; different code paths." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation and missing processor save files are separate processor issues." + "reason": "Processor timestamp math and missing save_pretrained files are separate issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp logic and Qwen3 causal LM VRAM leakage are not the same bug." + "reason": "Unrelated processor bug vs. dataloader-thread VRAM leak." }, { - "left": "issue:43606", + "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding do not share a concrete failure mode." + "reason": "torch.split return handling is not the same as Gemma4AudioRelPositionalEncoding." }, { - "left": "issue:44263", + "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch vs. Gemma-4 audio positional encoding issue." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different bug from Gemma-4 audio encoding." + "reason": "MLA q_a_layernorm epsilon/config precision issue is distinct from Gemma-4 audio positional encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3.5 module import failure are separate missing-symbol issues." + "reason": "Importing HybridCache and importing Qwen3_5ForCausalLM are different missing-symbol problems." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support in NemotronH is unrelated to Qwen3.5 importability." + "reason": "Flash Attention 2.0 support gap is unrelated to Qwen3.5 module import failure." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5 behavior, but one is a broad behavior change and the other is a specific decoder-type bug." + "reason": "Both are tokenizer/v5-related, but one reports behavior drift and the other a wrong decoder type; not the same concrete bug." }, { "left": "issue:44908", @@ -16949,157 +16781,157 @@ "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo and an unrelated issue titled 'Unemployment' do not match." + "reason": "Cache strategy typo does not match the unrelated placeholder/title mismatch." }, { - "left": "issue:44998", - "right": "issue:45850", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "The broad v5 regression complaint does not describe the same bug as the unrelated 'Unemployment' issue." + "reason": "CLIPOutput attentions regression is unrelated to the stray title." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the 'Unemployment' issue." + "reason": "The generic 'breaks too many models' complaint is not the same underlying bug as the placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key handling and chat template tool-call crashes are different failures." + "reason": "_tied_weights_keys AttributeError is unrelated to chat template crashes on tool-call messages." }, { - "left": "issue:44998", - "right": "issue:45341", + "left": "issue:44938", + "right": "issue:44998", "accept": false, - "reason": "The 'Unemployment' issue and a testing_utils bug are unrelated." + "reason": "Python 3.14 import failure is unrelated to the stray title." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to tied-weights key crashes." + "reason": "Missing pad_token_id on Llama4Config is not the same failure as _get_tied_weight_keys on list values." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is a config issue, not tied-weight key handling." + "reason": "StableLmConfig pad_token_idx regression is a different config bug than tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing import symbol are unrelated." + "reason": "Slow checkpoint loading is unrelated to the missing layer_type_validation import." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor save_pretrained file output are different topics." + "reason": "FP8 inference support request is different from processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-status reporting and checkpoint loading speed are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problems." + "reason": "Checkpoint load slowness and tensor-parallel training bug are different problems." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 from_pretrained failure are not the same underlying issue." + "reason": "Generic FP8 support request is not the same as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowdown and tokenizer-loading regression are separate issues." + "reason": "from_pretrained slowness is distinct from tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models is unrelated to FP8 inference support." + "reason": "Continuous batching for audio models and FP8 inference support are unrelated feature/problem reports." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementation bugs." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are different model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated." + "reason": "Mask2former ignore_value bug is unrelated to DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are unrelated." + "reason": "Incorrect type hint on ModernBERTConfig.norm_eps is not the same as tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value and loss-function kwargs passthrough are different code paths." + "reason": "Mask2former ignore_value and loss kwargs propagation are unrelated bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs passthrough and RoFormer attention-interface behavior are unrelated." + "reason": "Loss kwargs not forwarded and RoFormer attention interface are different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A model-specific ignore_value bug does not match a global tokenizer regex warning." + "reason": "Mask2former ignore_value bug is unrelated to tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss handling and RoFormer attention implementation are different bugs." + "reason": "Mask2former loss handling and RoFormer attention implementation are unrelated." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value usage and a typo in quantization operation naming are unrelated." + "reason": "Mask2former ignore_value and a typo in quantization operation text are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs passthrough and config type hints are unrelated." + "reason": "Loss kwargs forwarding is unrelated to a config type-hint typo." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT norm_eps typing and a quantization-operation typo are different issues." + "reason": "ModernBERTConfig type hint issue and quantization typo are different bugs." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A Llama4 norm question and a ModernBERT type-hint bug are unrelated." + "reason": "Llama4TextL2Norm norm question is unrelated to ModernBERTConfig.norm_eps typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are different bugs." + "reason": "Mask2former ignore_value and ModernBERTConfig type hint are unrelated." } ] }, @@ -17113,7 +16945,7 @@ { "label": "issue", "component_index": 2, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17132,12 +16964,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "b2abcc9379be3cc77abe5fd2ea0dfaebe4795400f1064d4a1f527edc69169032", + "prepared_review_unit_hash": "c47c25a0f8bb48ed0e9261293059f5ab72420ac5aaf305b52b407f4ae1311685", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17145,7 +16977,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17154,30 +16986,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three issues are unrelated feature requests in different areas: tokenizer truncation behavior, learning-rate scheduling functionality, and Wav2Vec2 word boundary offsets. No duplicate cluster emerges from the titles or descriptions.", + "summary": "These three issues are not duplicates: they cover unrelated topics (token truncation behavior, a ReduceLROnPlateau-like scheduler feature request, and Wav2Vec2 word time offsets). The similarity is superficial and based on generic wording rather than the same underlying problem.", "confidence": 0.98, - "canonical_issue_reason": "No clear canonical duplicate: the issues describe distinct feature requests with different code paths and no shared targets.", + "canonical_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request in the set, so it is the best representative if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:10519 is the most representative only by slightly broader wording and discussion, but it is still unrelated to the other two; if one issue must anchor the cluster, this is the least specific.", + "best_issue_reason": "10519 is the clearest standalone user-facing feature request with a specific behavior change and is less ambiguous than the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation options and Wav2Vec2 word offset extraction are unrelated problems." + "reason": "Different problems in different model components: truncation strategy vs extracting word-level timestamps from Wav2Vec2. No shared underlying bug or change." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Truncation-from-beginning behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." + "reason": "One asks for truncation-from-beginning behavior; the other asks for ReduceLROnPlateau-like scheduler functionality. These are unrelated feature requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Learning-rate scheduling features and Wav2Vec2 word offset timing are different subsystems and not the same bug or change." + "reason": "Scheduler behavior request and Wav2Vec2 timing offsets are unrelated; they do not describe the same code-path issue or mergeable change." } ] }, @@ -17191,7 +17023,7 @@ { "label": "issue", "component_index": 3, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17209,7 +17041,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6a61ee3b18fc0c0a7876602dc51e8fab3e76b2aceacce1923f3b8eba0b928801", + "prepared_review_unit_hash": "d93c640c87d3fd724c96a934cfa2fa3bce00241672ccd17362ef36b029ae1c2c", "component_budget": { "node_count": 3, "item_count": 3, @@ -17231,24 +17063,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not appear to be true duplicates: one is about Tapas tokenization deviating from TensorFlow, one is about a misleading auth/download error for private models, and one is about a generic inability to load bert-base-uncased. The soft links are too broad to merge confidently.", - "confidence": 0.89, - "canonical_issue_reason": "No exact duplicate stands out; if a single anchor is needed, issue:16618 is the broadest and most central model-loading report, with the most discussion activity.", + "summary": "These three issues do not appear to be duplicates: one is about TAPAS tokenization mismatching TensorFlow, one about a misleading auth/error path for private model downloads, and one about failing to load bert-base-uncased. They share only broad model/loading language, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the broadest and most user-facing of the set, with the highest discussion activity; if one issue must represent the cluster, it is the closest fit. That said, the cluster is heterogeneous rather than truly duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best cluster anchor because it is the most general user-facing failure report and could subsume nearby model-loading problems better than the more specialized tokenization or auth-message issues.", + "best_issue_reason": "Issue 16618 is the best global issue candidate because it concerns a general model-loading failure and drew the most discussion, making it the most prominent representative of the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: Tapas tokenization parity with TensorFlow vs a generic bert-base-uncased loading failure. Same ML area, but not the same bug." + "reason": "Different problem domains: TAPAS tokenization mismatch versus a bert-base-uncased model loading failure. Similarity is only superficial around model behavior." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "This is about an error message when downloading a private model without login, not the same concrete failure as loading bert-base-uncased." + "reason": "Auth/download error message for private models is a different code path from failing to load bert-base-uncased. Not the same underlying bug." } ] }, @@ -17262,7 +17094,7 @@ { "label": "issue", "component_index": 4, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17278,12 +17110,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "78e8a0417f12fdb9243cb6b8276913359cac768ddbf3622671c47b42564fa50f", + "prepared_review_unit_hash": "1b4d2bc07e2631661f01468e6f7f3f91429e2a72f712f2f6f9bb216e981b651c", "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 }, @@ -17291,7 +17123,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -17300,18 +17132,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request issues: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share a loose \u201ccommunity contribution\u201d framing but not the same underlying change or code path.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are both community contribution requests about expanding model-ecosystem support, but they target different features: Flash Attention 2 versus GGUF. They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues request different capabilities and should remain separate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative issue only because it is older and has substantially more discussion activity; however, it is not a duplicate of 33260.", + "best_issue_reason": "Issue 26350 is the more established thread with much higher discussion activity, so it is the better representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested capabilities (Flash Attention 2 vs GGUF) and different implementation areas; the shared wording is only a broad support request, not the same bug/change." + "reason": "Different feature requests for different support paths (Flash Attention 2 vs GGUF); they are not the same underlying bug or change." } ] }, @@ -17325,7 +17157,7 @@ { "label": "issue", "component_index": 5, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17341,7 +17173,7 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "9f38b887dc888240898ea2a40c8b8a639f18aa85bac6ca53c242f896f4cff4b0", + "prepared_review_unit_hash": "48396163bcd742dd9da7443fbed466dd4c0325d3f591c6d16e281471cff23b84", "component_budget": { "node_count": 2, "item_count": 2, @@ -17363,18 +17195,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related at the level of training failing to start, but they do not clearly describe the same underlying bug. One is a specific `resume_from_checkpoint`/epoch iterator failure, the other is a broad FineWeb SLM training startup problem.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 26413 is the better canonical issue because it names a concrete failure mode (`resume_from_checkpoint` causing an epoch_iterator error) and is more specific and actionable than the broader training-start symptom in 31501.", + "summary": "These two issues do not look like the same underlying bug. One is a specific checkpoint-resume failure with a clear error message; the other is a broad report that FineWeb SLM training does not start, with no explicit evidence it stems from the same code path.", + "confidence": 0.71, + "canonical_issue_reason": "issue:26413 is the more concrete and actionable report: it names the failing API (`resume_from_checkpoint`) and the exact error symptom, making it a better anchor for a duplicate cluster if one were needed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26413 is the best representative because it targets a distinct code-path and failure message, making it easier to map to a single fix or regression.", + "best_issue_reason": "issue:26413 is the best issue candidate because it describes a specific reproducible failure rather than a generic training startup problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both concern training problems, but the evidence is too weak to treat them as the same bug; 26413 is specifically about checkpoint resumption and an empty epoch iterator, while 31501 is a broad startup failure with no clear match to that code path." + "reason": "The titles point to different problem scopes: a checkpoint-resume iterator failure versus a general training startup issue. There is not enough evidence that they share the same concrete bug or code path." } ] }, @@ -17388,7 +17220,7 @@ { "label": "issue", "component_index": 6, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17433,195 +17265,195 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "a577970bda1f6ae0f151100d2b91000a313d229e7b86a584d90338db695a8e34", + "prepared_review_unit_hash": "35a514ee1ea286beebbd980a43b6bf34239b49650d475ca28cb44a8a76c8311f", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13530, - "estimated_input_tokens": 3383, - "estimated_eval_tokens": 7022 + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like one soft-similarity group around the generic i18n template issues plus a very similar Thai-text pair, but the packet does not support treating any pair as confirmed duplicates because every edge is marked deterministic_accept:false. The Turkish, Spanish, and Romanian issues are best treated as separate language-specific requests rather than one merged underlying issue.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43834 is the best representative of the generic-template i18n subgroup because it is one of the earliest near-identical placeholder issues, but this should be treated as a soft representative only, not a confirmed duplicate anchor.", + "summary": "This cluster is mostly a set of i18n translation-request issues, but it actually contains separate language requests (Turkish, Spanish, Romanian) plus two small duplicate groups: the three generic placeholder-title issues, and the identical Thai-titled pair. The high similarity is mostly template overlap, not the same underlying request.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic-template translation-request subgroup, and it is the best candidate to stand in for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest global representative of the cluster\u2019s generic-template pattern, since it sits at the center of the near-identical placeholder issues and is the cleanest summary node for triage.", + "best_issue_reason": "43834 is the clearest representative of the duplicate subgroup; the concrete Turkish/Spanish/Romanian requests are distinct and should not be merged into it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad i18n topic, but Turkish vs generic placeholder request; not enough evidence for a true duplicate." + "reason": "Different language request; similarity is from the shared translation template only." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish language request does not match the generic placeholder issue as the same underlying report." + "reason": "Different language request; not the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish request and generic template issue are only loosely similar, not the same issue." + "reason": "Turkish request vs generic placeholder template; no evidence they are the same task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Turkish and Romanian translation requests are distinct language-specific issues." + "reason": "Different target language (Turkish vs Romanian); separate requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are different language targets, so not duplicates." + "reason": "Different target language (Turkish vs Spanish); separate requests." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish request is only soft-similar to the generic template issue, not the same underlying report." + "reason": "Spanish request vs generic placeholder template; template similarity is not enough." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish request and the generic placeholder issue are similar in structure but not clearly the same issue." + "reason": "Different target language request; same broad i18n theme only." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian requests are separate language-specific issues." + "reason": "Spanish and Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish request is not the same concrete issue as the generic placeholder report." + "reason": "Different target language request; not the same issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request and generic template issue are only soft-similar, not confirmed duplicates." + "reason": "Romanian request vs generic placeholder template; not enough to merge." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian request does not appear to be the same underlying report as the generic template issue." + "reason": "Romanian request vs generic placeholder template; distinct underlying request." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request is only structurally similar to the generic placeholder issue." + "reason": "Romanian request vs generic placeholder template; not the same issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian request is unrelated to the Thai-text issue." + "reason": "Romanian request and Thai-titled issue are unrelated." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian request is unrelated to the Thai-text issue." + "reason": "Romanian request and Thai-titled issue are unrelated." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "These are very similar generic-template issues, but the packet still only gives soft similarity, not a confirmed duplicate signal." + "accept": true, + "reason": "Same generic placeholder title/body pattern; looks like the same duplicated template request." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Near-identical placeholder structure, but not enough evidence to merge as confirmed duplicates." + "accept": true, + "reason": "Near-identical generic-template issue; same underlying request." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template issue vs Thai-text issue; different content and not the same request." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template issue vs Thai-text issue; different content and not the same request." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Strong textual similarity, but still only soft-similarity evidence in the packet." + "accept": true, + "reason": "Near-identical generic-template translation issue; same underlying request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Generic template issue and Thai-text issue are different underlying reports." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Generic template issue and Thai-text issue are different underlying reports." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic template issue vs Thai-text issue; not the same concrete bug/request." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic template issue vs Thai-text issue; not the same concrete bug/request." + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "These Thai-text issues are highly similar, but the packet does not justify upgrading that similarity to a confirmed duplicate." + "accept": true, + "reason": "Identical title and near-identical metadata indicate a duplicate pair." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The clustering summary is too strong relative to the packet. The packet only provides title/body similarity and shows `deterministic_accept: false` for every listed pair, so statements like \"true duplicate subgroup,\" \"same underlying request,\" or exact duplicate acceptance between the generic template issues and the Thai pair are not grounded. In particular, marking `issue:46222|issue:46226` as accepted and treating the generic template issues as confirmed duplicates overstates the evidence. The conservative part about the Turkish/Spanish/Romanian issues being distinct language-specific requests is reasonable, but the overall verdict should stay at the soft-similarity level." + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: Turkish/Spanish/Romanian are distinct language requests, the three placeholder-template issues form one near-identical subgroup, and 46222/46226 is an identical Thai-titled pair. The soft-edge verdicts are appropriately cautious and do not overstate equivalence beyond the available evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 7, - "component_count": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17686,12 +17518,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "dd024e2b05e7aa45e9a7fc264b29f34b5feb98ca483af56e584430f86394bae5", + "prepared_review_unit_hash": "1eba4c595d12ba4ffc51353c132b10a76a664148de01bd592bb3a81c9fdaca41", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21657, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17699,7 +17531,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21657, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -17708,228 +17540,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose thematic cluster of model-support requests, not a duplicate set. Most items ask to add different models or modalities (text encoders, detectors, ASR/TTS, OCR, vision-language), so they should stay separate.", - "confidence": 0.56, - "canonical_issue_reason": "issue:43671 is the best cluster anchor: it is a concrete model-support request and sits closest to the other speech/audio-related items, but it is still not a duplicate of them.", + "summary": "This is a loose thematic cluster of model-addition requests across different architectures and modalities, not a true duplicate set.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true duplicate hub; issue 43671 is only the closest representative because it is the most connected request in the cluster, but the items span different models and modalities.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the most representative anchor for this loose group of model-add requests, with the strongest overlap in theme and terminology among the speech/audio proposals.", + "best_issue_reason": "Issue 43671 is the best single anchor for the cluster due to its high connectivity, but it should not be treated as a duplicate canonical for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert config support vs DEIMv2. Same broad 'add model' pattern, but not the same change." + "reason": "EuroBert config vs DEIMv2 are different model requests and not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert is a text model/config request; Qwen3-TTS is a speech synthesis request. Different underlying code paths." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated model families (text encoder vs object detector)." + "reason": "EuroBert vs RF-DETR are different model families and unrelated updates." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are detection-related, but RF-DETR and DEIMv2 are distinct detector models with separate integrations." + "reason": "RF-DETR and DEIMv2 are distinct detection-model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is an object detector; LFM2.5 Audio 1.5B is an audio model. Different functionality." + "reason": "Detection-model support is unrelated to adding LFM2.5 Audio." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are different architectures and different implementation targets." + "reason": "RF-DETR and a weight-sparse transformer are different code paths and model types." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "Object detection support vs ASR support are different model capabilities and code paths." + "reason": "RF-DETR and Qwen3-ASR are unrelated model integrations." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated tasks: detection vs text-to-speech." + "reason": "RF-DETR and Qwen3-TTS are different modalities and not the same underlying change." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and different modalities." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support vs a sparse-transformer model request are distinct changes." + "reason": "NeoBERT support and the sparse-transformer request are not the same fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is a text model; LFM2.5 Audio 1.5B is an audio model." + "reason": "NeoBERT is a text model request, while LFM2.5 Audio is an audio-model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are different model families with no shared concrete change." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model requests, not the same underlying fix." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model additions and not one mergeable change." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the OpenAI sparse-transformer request are unrelated models." + "reason": "MiniCPM3 support and the sparse-transformer request are different integration tasks." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Both are model-add requests, but MiniCPM3 and ModernVBERT are distinct families and likely separate implementation work." + "reason": "MiniCPM3 and ModernVBERT are separate model requests, not the same bug or feature." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 support and Voxtral TTS support are different modalities and code paths." + "reason": "MiniCPM3 and Voxtral TTS are different model integrations." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection support and Qwen3-TTS support are different model types." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model families and modalities." + "reason": "ModernVBERT models and Qwen3-ASR target different model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT is a BERT-style text model; Qwen3-TTS is speech synthesis." + "reason": "ModernVBERT models and Qwen3-TTS are unrelated additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and 'BERT-like models with RoPE' are only superficially related; one is a specific model request, the other is a general architectural pattern." + "reason": "ModernVBERT is a specific model request; the RoPE issue is a broader architectural proposal, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "General BERT-like RoPE discussion does not match Voxtral TTS support; different model classes." + "reason": "BERT-like models with RoPE and Voxtral TTS have no concrete overlap." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Same model family, but TTS and ASR are different capabilities and would not be merged into one PR." + "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths, so they are not one duplicate change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are speech models, but Qwen3-TTS and Voxtral-TTS are different model families with separate integrations." + "reason": "Both are TTS-related, but they concern different models and likely separate integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support and DeepSeek-OCR2 support are different modalities and changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Speech model support vs sparse-transformer support are unrelated changes." + "reason": "TTS support and a sparse transformer request are unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio 1.5B are distinct models/capabilities." + "reason": "Both are audio-model requests, but they are different models with different implementation scope." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "ASR support and LFM2.5 Audio support are not the same underlying model change." + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model integrations." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE perception-encoder support are different model requests." + "reason": "ASR support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and a weight-sparse transformer request are unrelated." + "reason": "Qwen3-ASR and the sparse-transformer request are not the same underlying change." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model support vs SAM3-LiteText support are different modalities and integrations." + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and integration paths." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse-transformer support and EUPE support are different underlying changes." + "reason": "Weight-sparse transformer support and EUPE are unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "ASR and TTS are distinct speech tasks; these would not be one merged fix." + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks and not one mergeable fix." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-TTS are unrelated model families." + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and OCR2 support are different code paths and model types." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests; related broad area, but not the same concrete change." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model additions and not the same concrete change." } ] }, @@ -17943,7 +17775,70 @@ { "label": "issue", "component_index": 8, - "component_count": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "ea7b50799e223c0fdda5a65b624d92284f6908658581f066a92b62816f53f359", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is not a duplicate cluster: one item is a closed docs request about adding `pruna`, the other is an open Vision RoPE refactor. They do not describe the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the better cluster anchor because it is a concrete open engineering task; issue 38740 is a separate closed docs request.", + "canonical_pr_reason": null, + "best_issue_reason": "46443 is the most substantive and active issue in the set, while 38740 is unrelated and documentation-focused.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the topics are unrelated (docs framework addition vs Vision RoPE refactor), with no shared targets/files or explicit linkage." + } + ] + }, + "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": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17959,7 +17854,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b46e848e79ebfdefd15f150a66bd8098cc95365a74a19ae402de11e8a870f6cf", + "prepared_review_unit_hash": "a5f155011f41c26ede4e86b0fc07c984bcc9ba3043f157af758336778a6c9bd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17981,18 +17876,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not look like duplicates: one asks for generic block decoding changes, while the other requests support for a specific model version (DeepSeek v3.2).", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the titles/body indicate different topics rather than the same underlying bug or feature request.", + "summary": "These two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 model support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and implied problem domains are unrelated, so they should not be clustered as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more concrete and user-facing request, but it is still not a duplicate of 41084.", + "best_issue_reason": "Neither issue is a global best duplicate anchor; they describe different feature requests and should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The requests are unrelated at the level needed for duplicate triage: block decoding vs. DeepSeek v3.2 support." + "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. No evidence they describe the same bug or change." } ] }, @@ -18005,8 +17900,8 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 19, + "component_index": 10, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18022,12 +17917,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "bb8ba802e3d3406b3870d9fea03e377faad2b70268cabc37cffe7697f6bc6ed2", + "prepared_review_unit_hash": "2eb5b54e5b4e04fd5e96d13a74ff46f6f5b38f540a9be3e9ccc2f6d863e60850", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18035,7 +17930,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18044,18 +17939,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related thematically around Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. I would not merge them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43598 is the broader, more representative Trainer customizability request; it centers on a core Trainer behavior rather than a narrower metrics/estimation edge case.", + "summary": "These are related only at a very broad level (Trainer extensibility), but they describe different problems and code paths: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43598 is the cleaner representative because it states a concrete Trainer customization concern; #43600 is a separate accounting/metrics issue.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the best issue to keep as the cluster representative because it addresses a foundational Trainer customization point and is phrased as a general design concern.", + "best_issue_reason": "#43598 is the better cluster anchor since it is more directly about a Trainer behavior change, while #43600 is a narrower FLOPs-estimation edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the general theme of custom trainers in `Trainer`, but the underlying problems are different: one is about column removal/customizability, the other about FLOPs counting. They would not be fixed by the same change." + "reason": "They both mention custom trainers, but one is about unused-column removal and the other is about FLOPs estimation. Different underlying bugs, different fixes, not mergeable as one issue." } ] }, @@ -18068,8 +17963,8 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 19, + "component_index": 11, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18085,12 +17980,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "a3192c02b5be04c25afe036aa839dbd523d11d62078a4ad42ce8e5760883af27", + "prepared_review_unit_hash": "96e31213173996d63de4a9bbc2eb283998fe6198519317daa6cdec06038532b3", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18098,7 +17993,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1612, + "serialized_chars": 1610, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18107,18 +18002,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen model families and different API surfaces: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related only at a broad \"Qwen model support\" level, not the same underlying change.", + "summary": "The two issues share a broad Qwen-support theme, but they ask for different changes: Qwen3-Omni model registration vs. Qwen3.5 sequence-classification support. They are not duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue 43684 is the broader representative request in this pair, centered on model registration for Qwen3-Omni.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader model-registration request, so it is the better cluster anchor, but it is still not a duplicate of 44405.", + "best_issue_reason": "Issue 43684 is the better cluster representative because it is the more general API-registration request; issue 44405 is a separate head-specific feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different heads/APIs; this is not the same bug or change and would not plausibly be merged as one issue." + "reason": "Different underlying changes: 43684 requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 requests AutoModelForSequenceClassification support for Qwen3.5. Similar model family, but not the same bug or fix." } ] }, @@ -18131,8 +18026,8 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 19, + "component_index": 12, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18155,87 +18050,84 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "5623e52b10313574a62cb62f7b95cd6d9a207e33f2b4a76c59da6690b07dc1cd", + "prepared_review_unit_hash": "c7f73a4d667a54579ca3f0e4f70fa388bbd1507ba3514dc0f1d7e77799c3fd1d", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4266, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are near-identical low-signal \"huggingface\" reports; one \"Fett\" issue appears unrelated. I treat 43845 and 43846 as the clearest duplicates, while 43859 is too under-specified to confidently merge with them from metadata alone.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43845 is the best representative of the duplicate \"huggingface\" pair: it is the earliest of the two identical-title, identical body-length reports and has the clearest match to issue:43846.", + "summary": "All four are closed issues with very little content and highly generic titles; there is not enough evidence to confidently confirm any pair as the same underlying issue. The cluster is most likely centered on the repeated \"huggingface\" reports, but the data is too sparse for a duplicate merge decision.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues, so it is the safest representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the strongest global issue representative because it anchors the only convincingly duplicate pair (43845/43846) and is more complete than 43859.", + "best_issue_reason": "issue:43845 is the most representative issue in the cluster because it matches the repeated title pattern and appears earliest among the similar reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared concrete evidence beyond generic similarity." + "reason": "Only vague title similarity; no body details, targets, or filenames to show the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete evidence beyond generic similarity." + "reason": "Only vague title similarity; insufficient evidence that these are duplicates of the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared concrete evidence beyond generic similarity." + "reason": "Generic titles do not establish the same underlying issue, and there is no supporting discussion or target evidence." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same exact title and same body length, which strongly suggests the same underlying issue." + "accept": false, + "reason": "The titles match closely, but the records are too sparse to confirm the same concrete issue with confidence." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but the shorter body and later activity make this too weak to treat as the same issue from metadata alone." + "reason": "Similar generic title only; no substantive content to prove they are the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same broad title, but the shorter body and later activity make this too weak to treat as the same issue from metadata alone." + "reason": "Similar generic title only; not enough evidence to safely merge as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: 43845/43846 share the same title and body length, while 43835 is clearly different and 43859 is weaker evidence from metadata alone. The soft-edge verdicts are conservative overall, and the single accepted duplicate pair is supported by the strongest available signals." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 12, - "component_count": 19, + "component_index": 13, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18262,88 +18154,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "99c954f4682a076783c6f8338c4953f5c90d346194c4ca447711b14e722b6731", + "prepared_review_unit_hash": "6767e9f96b96ff8682e2e52b0f456fde87869a7428c2b18c553a2cdb9417ff9f", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-information spam/generic placeholder issues with no substantive bug or feature signal. The only apparent overlaps are superficial title matches, not evidence of the same underlying issue.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are low-information issues, mostly spam placeholders, plus one generic documentation suggestion and one vague topic. There is no clear shared underlying bug or change to deduplicate.", + "confidence": 0.88, + "canonical_issue_reason": "#44418 is the only non-spam, minimally substantive issue, so it is the best representative by signal, but the cluster lacks enough detail to justify a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in the set meaningfully represents a real problem statement; all are either spam placeholders or an unrelated generic documentation suggestion.", + "best_issue_reason": "#44418 is the most legitimate-looking and topic-bearing issue in an otherwise spammy set, though it still does not provide a concrete bug or reproducible change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled \"\", but that is only a superficial match; there is no concrete bug, target, or code-path evidence to show they are the same underlying issue." + "reason": "Both are spam placeholders with no body detail; identical titles alone do not establish the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles do not establish a shared defect or change request; no supporting body or references indicate the same underlying issue." + "reason": "Both are spam placeholders, but there is no concrete problem description to confirm they are duplicates of the same bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; these are not the same underlying issue." + "reason": "One is spam and the other is a generic documentation suggestion; no shared issue topic is evident." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a titled issue about \"Google LLC\" do not indicate the same bug or change." + "reason": "A spam placeholder and a vague name-related issue are not the same underlying problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request and a spam placeholder are unrelated." + "reason": "A documentation enhancement request and a spam placeholder are unrelated at the substantive level." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "A documentation enhancement request and a spam placeholder are unrelated." + "reason": "The documentation suggestion does not share a concrete bug or change request with the spam placeholder." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders with no concrete problem description; identical titles alone are insufficient to treat them as the same underlying issue." + "reason": "Matching spam titles are not enough to conclude they describe the same underlying issue." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and an unrelated titled issue do not match on any concrete defect or change." + "reason": "A spam placeholder and a vague company-name issue do not indicate the same bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and an unrelated titled issue do not match on any concrete defect or change." + "reason": "No concrete shared code-path or problem description is present to justify a duplicate merge." } ] }, @@ -18356,8 +18248,8 @@ }, { "label": "issue", - "component_index": 13, - "component_count": 19, + "component_index": 14, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18373,7 +18265,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f86c200bb5cc212e2035e96a5ed8f510eb9c0cb7648c5a3bce1f52b95ad34f1d", + "prepared_review_unit_hash": "301aaffca25696a8bf2a4642862e6ef5a373312a46c9a352e85e0db61870992b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18395,24 +18287,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are very likely duplicates of the same report: they have identical titles, very similar body lengths, and a soft-similarity signal. #45145 is the better canonical issue because it was created first and has the stronger reference activity.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is earlier and has the stronger reference activity, so it is the best canonical issue if these are treated as duplicates.", + "summary": "The two closed issues look like likely duplicates: they have identical titles and very similar body sizes, but the packet only provides soft-similarity evidence, so the duplicate call should stay cautious rather than definitive. #45145 is the better canonical issue because it is earlier and has the inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the better canonical representative of this likely duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest representative because it predates #45151 and is the better anchor for a probable duplicate pair.", + "best_issue_reason": "#45145 is the strongest single issue to keep because it appears first and has the same apparent scope as #45151, while also having slightly more reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles plus similar body size and a soft-similarity signal make this a probable duplicate, though the body text is not visible here so the match is not fully provable." + "reason": "Likely duplicate: the titles are identical and the bodies are highly similar in length, but the evidence is only soft-similarity, so this should be treated as a probable duplicate rather than a certain one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is plausible, but the writeup overstates the evidence. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the body text needed to claim the reports are 'highly similar' or that they are definitively the same underlying issue. The canonical-choice reasoning is fine, but the soft-edge verdict and summary should be phrased more conservatively (e.g. 'likely duplicate' or 'probable duplicate') and the confidence should be lowered." + "feedback": "The canonical-issue choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal with deterministic_accept=false; it does not provide enough evidence to call them \"clear duplicates\" or confirm identical scope. Please soften the language to something like \"likely duplicate\" unless the packet includes stronger textual evidence." }, "evaluator_used": true, "retried": true, @@ -18422,8 +18314,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 19, + "component_index": 15, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18476,8 +18368,8 @@ }, { "label": "issue", - "component_index": 15, - "component_count": 19, + "component_index": 16, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18493,12 +18385,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "6eac56f30fd4015113e8620f5457ea5c4a07a42522a5f79094f263f96e1459c5", + "prepared_review_unit_hash": "5fce0123e820eca46677c6ad94a26c19773b62e57a96c722b6eb5bea8ffa3455", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18506,7 +18398,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1670, + "serialized_chars": 1671, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18515,18 +18407,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a high level (4-bit inference / bitsandbytes), but they describe different failure modes and code paths: one is a Gemma4 audio-module uint8/`torch.finfo()` TypeError, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that removes the default `lm_head` exclusion and triggers an AssertionError. They should not be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #45674 is the better canonical issue for this cluster because it has the clearer, configuration-centric regression description and appears broader/more reusable as a report of a BitsAndBytesConfig bug.", + "summary": "These are both 4-bit inference bugs, but they appear to be different failures in different code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig skip_modules clears the default lm_head exclusion and triggers an AssertionError. Not a duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate here: the two issues have different symptoms, causes, and affected paths. If forced, 45674 is the clearer report, but it does not subsume 45672.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the strongest representative issue: it states the concrete failing behavior, the triggering option, and the 4-bit inference context more explicitly than #45672.", + "best_issue_reason": "45674 is the stronger standalone issue report: it states a specific BitsAndBytesConfig regression, includes a concrete failure mode, and isolates the likely cause more directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the bugs are different: #45672 is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, while #45674 is an `llm_int8_skip_modules`/`lm_head` exclusion regression causing AssertionError. Different underlying code paths and fixes." + "reason": "Different bugs: 45672 is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig skip_modules regression that removes the default lm_head exclusion and causes an AssertionError." } ] }, @@ -18539,8 +18431,8 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 19, + "component_index": 17, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18556,7 +18448,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "4b6726ebcc38c080f374d0f065765c5eb44730f84d4173ecf246af7d1704d230", + "prepared_review_unit_hash": "3a6b36ef35e4aec2c24c77634fd39fc6454da0b28a278e9532e3c72ef9ef4180", "component_budget": { "node_count": 2, "item_count": 2, @@ -18578,18 +18470,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are superficially similar only in that they are both empty, name-like entries; they do not describe the same bug or change and should not be clustered as duplicates.", + "summary": "The two closed issues do not appear to describe the same bug or request; they are just two unrelated personal-name title entries with no body or shared technical context.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45762 is the only reasonable placeholder canonical because it was created first, but it is not a substantive report and has no content to represent a real bug cluster.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45762 is marginally preferable as the cluster representative due to earlier creation, but neither issue is suitable as a true canonical bug report.", + "best_issue_reason": "No clear canonical issue exists here; if forced to pick one representative, issue #45762 is slightly earlier, but the pair does not form a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are different personal-name/date strings, with no body, targets, or discussion tying them to the same underlying issue." + "reason": "Different names and dates, no body text, no shared targets, and no technical signal that they refer to the same underlying issue." } ] }, @@ -18602,8 +18494,8 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 19, + "component_index": 18, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18619,7 +18511,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c261127724d3050348ceb6d3ccbf1dc51c2f857c99c96845f5766dca2b326f1a", + "prepared_review_unit_hash": "7f3d58098359ba37f9cdb7600bb6da87005aee9c23852661436abcdf310a2ca1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18641,7 +18533,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated: both are personal-name/date strings with no body or linked context, so there is no evidence they describe the same bug or request.", + "summary": "The two closed issues have different person-name titles and different dates, with no body text, links, or shared targets suggesting the same underlying bug or request. They do not look like duplicates.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -18652,7 +18544,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different named/date-only issue titles with no shared context, body, or links; not enough evidence they are duplicates." + "reason": "Different named subjects and dates; no shared context, description, or issue targets. These do not appear to report the same underlying problem." } ] }, @@ -18665,8 +18557,8 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 19, + "component_index": 19, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18682,7 +18574,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "dc9c24502f0d75bef955755724e8489d63dcbb8ca3bd69b464e736e6e6a2d0c8", + "prepared_review_unit_hash": "8700b7e0b344efba85987743d1e60781111e1c8ee45a9853aadc92d6d098bee7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18704,18 +18596,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated open feature requests: one asks for Qwen3_5 token-classification support for value-model use, the other asks for FP8 training support.", + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other asks for FP8 training support. They concern different features and code paths.", "confidence": 0.96, - "canonical_issue_reason": "issue:46295 is the broader, more general request, so it is the better cluster anchor if one must be chosen.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46295 is the more generally applicable issue, but there is no evidence these two are duplicates or the same underlying problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "These requests concern different areas of the stack and different changes: model-head support for token classification versus FP8 training infrastructure. They do not describe the same underlying bug or change." + "reason": "Different requests with no shared code path: model-class addition vs FP8 training support." } ] }, @@ -18728,8 +18620,8 @@ }, { "label": "issue", - "component_index": 19, - "component_count": 19, + "component_index": 20, + "component_count": 21, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18755,12 +18647,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "84c7f83c4b30ecd2a58ae76043daf86cc1eb963765f5fd019786411290962b9b", + "prepared_review_unit_hash": "5985f470f91912988129d91deb52b52fcc5de5dba789f7c53382b1a3abdb7aa3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, + "serialized_chars": 5721, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -18768,7 +18660,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5723, + "serialized_chars": 5721, "estimated_input_tokens": 1431, "estimated_eval_tokens": 3118 }, @@ -18777,77 +18669,140 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Best-effort split: the packet looks like two likely duplicate issue pairs (45870/45871 and 45872/45873) plus one separate dataset request (45869). The duplicate evidence is strong but still soft, so I would treat the pairs as likely/near-identical rather than confirmed exact duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue for the whole cluster. Best-effort grouping suggests two near-identical issue pairs (45870/45871 and 45872/45873) and one distinct issue (45869), but the evidence is soft rather than definitive.", + "summary": "The cluster splits into two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related to financial data but is a different request/topic. The two example-style pairs are not the same underlying issue as each other.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is a strong canonical for its duplicate pair because it is the earliest of the identical-title issues and reads like the more generic request. The other exact-duplicate pair (45872/45873) appears to be a separate topic, not a duplicate of 45870.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best representative if one issue must be chosen, because it is the earliest issue in the near-identical 45870/45871 pair. It should be treated as a representative for that pair only, not for the full cluster.", + "best_issue_reason": "45870 is the best single issue to represent one duplicate subgroup, but the cluster as a whole contains two distinct issue topics. If forced to pick one representative, 45870 is the most central and earliest of the exact duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different request type: dataset bundle vs. financial time-series example. Related theme only, not the same underlying issue." + "reason": "Both mention financial data, but 45869 is a dataset/sample offering while 45870 is an example/tutorial request. Same broad domain, different underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different request type: dataset bundle vs. financial time-series example. Related theme only, not the same underlying issue." + "reason": "Dataset/sample bundle versus example workflow; related theme, but not the same concrete request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Near-identical issues: same title, matching body length, and strong soft-similarity signals. Likely duplicates." + "reason": "Identical title and matching context; these look like the same issue duplicated." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same broad DataForge/financial theme, but the concrete ask is different: prediction example versus scraping service." + "reason": "One is an example for financial time series prediction, the other adds a scraping service. Similar area, but different underlying request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad DataForge/financial theme, but the concrete ask is different: prediction example versus scraping service." + "reason": "Same as 45870/45872: related financial/DataForge theme, but not the same concrete issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same broad DataForge/financial theme, but the concrete ask is different: prediction example versus scraping service." + "reason": "These are distinct requests despite overlapping financial/DataForge terminology." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same broad DataForge/financial theme, but the concrete ask is different: prediction example versus scraping service." + "reason": "Distinct topic from the exact-title duplicate pair; no evidence they are the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Near-identical issues: same title, matching body length, and strong soft-similarity signals. Likely duplicates." + "reason": "Identical title and matching context; these appear to be the same issue duplicated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster split is plausible, but the wording is slightly too strong for the packet. The evidence only shows soft similarity plus matching titles/body lengths, not confirmed exact duplicates. Please soften the verdicts to \"near-identical\" or \"likely duplicates\" rather than asserting exact duplication, and keep the canonical-issue statement framed as a best-effort split rather than a definitive duplicate grouping." + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 and 45872/45873 have identical titles, while 45869 is only soft-related. The verdicts stay conservative overall, and the summary does not overreach beyond the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f29119108535f31f39b95c8664c5fb06cf7665b3af88f2abd78ef5ece67cc450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1634, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1634, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues both concern static-cache behavior around linear attention, but they describe different failure modes: one is shape corruption during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. They look related at a subsystem level, but not clearly the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical representative because it states a concrete, likely root-cause static-cache corruption affecting linear-attention layers, rather than a model-specific downstream crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the most general and actionable description of the apparent defect in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports wrong-shape corruption and the other reports a `KeyError: 'linear_attention'`; these are not clearly the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, { "label": "pull_request", "component_index": 1, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18855,7 +18810,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-16", + "cluster_id": "cluster-39895-14", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -18870,14 +18825,12 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267", - "pull_request:46344", - "pull_request:46367" + "pull_request:46267" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", - "pull_request:41855|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", @@ -18887,183 +18840,162 @@ "pull_request:43823|pull_request:43995", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", - "pull_request:44827|pull_request:46344", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", - "pull_request:44827|pull_request:46367", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:44827|pull_request:45655", - "pull_request:46048|pull_request:46367", - "pull_request:44827|pull_request:46048", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "5fe63c347924732467957d5b352624b66714f24ecde2a50a7fc11460dd85690c", + "prepared_review_unit_hash": "da4bdcd3bb9f0fd3a8d77dffd2b411aab51699f75350f42bba3e21db1542000c", "component_budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 22, - "serialized_chars": 43093, - "estimated_input_tokens": 10774, - "estimated_eval_tokens": 21804 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38143, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 }, "budget": { - "node_count": 16, - "item_count": 16, - "soft_pair_count": 22, - "serialized_chars": 43093, - "estimated_input_tokens": 10774, - "estimated_eval_tokens": 21804 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38143, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the PRs cover unrelated model additions, refactors, docs, and bug fixes. The only clear duplicate-style overlap is the fixed_cross_entropy kwargs pair (43251/43254), which targets the same loss-path change and the same tracking issue.", - "confidence": 0.84, + "summary": "This cluster is mostly unrelated PRs spanning new model additions, tokenizer/processor fixes, loss utilities, export tests, naming cleanup, and docs/serve parsing. The only clear duplicate-style pair is the two `fixed_cross_entropy` changes, which both target the same loss helper and the same tracked bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best representative because it implements the concrete cross_entropy kwargs fix, explicitly references the tracking issue, and is effectively the same change as 43254.", + "canonical_pr_reason": "No canonical PR is truly representative of the whole cluster, but `pull_request:43251` is the best anchor because it directly addresses the tracked loss bug with the clearest, most concrete fix scope.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest global representative: it fixes a specific runtime bug in fixed_cross_entropy and is the only PR in the set with a true duplicate partner.", + "best_pr_reason": "`pull_request:43251` is the best global PR candidate because it has the strongest evidence of a specific bug fix: it explicitly targets issue 43240 and updates `fixed_cross_entropy` to pass the relevant `cross_entropy` kwargs. `pull_request:43254` is a near-duplicate variant of the same fix, but 43251 is the more complete candidate.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated changes: new VideoPrism model addition vs. an executorch dynamic-shape test." + "reason": "Unrelated: one adds the VideoPrism model stack and docs, the other adds an ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", - "right": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions are unrelated to executorch export testing." + "reason": "Unrelated tokenizer-method patch versus adding a new MobileLLM model implementation." }, { "left": "pull_request:41855", - "right": "pull_request:43823", + "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer helper methods and adding MobileLLM are different model areas and different changes." + "reason": "Unrelated tokenizer-method patch versus an ExecuTorch export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness changes are not the same underlying bug as adding a new model." + "reason": "Both touch processor/model auto plumbing, but they fix different models and different problems." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwarg forwarding is unrelated to adding MobileLLM." + "reason": "Different subsystems and goals: loss-function kwarg handling versus new model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: cross-entropy kwargs fix vs. Mistral4 test repairs." + "reason": "Loss utility kwarg support is unrelated to Mistral4 test and kernel/model cleanup changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export coverage and Mistral4 test fixes are not the same change." + "reason": "ExecuTorch dynamic-shape export testing is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No concrete overlap beyond both touching model-related code." + "reason": "ExecuTorch export test versus a brand-new model implementation; not the same bug or change." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "A new model addition and a config-resolution fix are unrelated." + "reason": "New MobileLLM model implementation is unrelated to config-resolution ordering in modeling_utils." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model implementation vs. Falcon output-interface refactor are unrelated." + "reason": "New model addition versus Falcon output-interface refactor; different code paths and intent." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are not the same code-path change." + "reason": "Falcon refactor and model interface work are unrelated to the model-creation skill PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/kernel fixes." }, { "left": "pull_request:44827", - "right": "pull_request:46344", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and VitPose graph-break fix target different bugs in different models." + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm naming cleanup across CLIP-like models." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46267", "accept": false, - "reason": "A typo rename in CLIP-like model conversion is unrelated to Mistral4 tests." + "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and chat parsing/serve updates do not share the same underlying change." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." }, { "left": "pull_request:44827", - "right": "pull_request:46367", + "right": "pull_request:45655", "accept": false, - "reason": "Different fixes: Mistral4 tests vs. FP8 kernel integration changes." + "reason": "Mistral4 test fixes are unrelated to `cls.config` resolution ordering." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "The model creation skill is a meta/documentation PR, not the same bug or code change as Mistral4 tests." + "reason": "They only share a broad release-era context; model test fixes and model-creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model creation skill PR." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test fixes and config resolution ordering are different issues." - }, - { - "left": "pull_request:46048", - "right": "pull_request:46367", - "accept": false, - "reason": "TDT loss kernel support and FP8 kernel integration changes affect different integrations and code paths." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel support are unrelated." + "reason": "New MobileLLM model implementation is unrelated to the model-creation skill/meta tooling PR." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs implement the same concrete fixed_cross_entropy kwargs support on the same function and same issue target, so they are mergeable duplicates." + "reason": "Both patch the same `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py`, and both are tied to the same issue 43240; they are near-duplicates of the same concrete fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is well grounded in the packet: the cluster is mostly unrelated, and the only accepted pair (43251/43254) clearly shares the same file, the same issue target, and the same fixed_cross_entropy kwargs fix. The rejection calls are conservative and do not overstate similarity." + "feedback": "The summary is well grounded in the packet: most items are clearly unrelated across model additions, utilities, tests, and docs, and the 43251/43254 pair is a conservative duplicate-style match because both edit `src/transformers/loss/loss_utils.py` for the same issue 43240. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -19074,7 +19006,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19092,7 +19024,7 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "34e86a7080c8f763ef7ba233fcabdc2f7096a6e924f96c67b5198b9408f08d92", + "prepared_review_unit_hash": "5190db9af5e1ae990c63b78ddaededd6f0372ed646e5275b418a21559979a7cb", "component_budget": { "node_count": 3, "item_count": 3, @@ -19114,24 +19046,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes one base VibeVoice implementation PR, one separate VibeVoice Realtime follow-up, and one unrelated Parakeet-RNNT PR. The shared auto-registry/docs files are not enough to make any pair a true duplicate or mergeable single PR.", - "confidence": 0.93, + "summary": "These are three separate PRs: one base VibeVoice implementation, one VibeVoice realtime extension, and one Parakeet-RNNT addition. They share some auto-mapping scaffolding, but they do not fix or add the same concrete change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:40546 is the original, broad VibeVoice implementation and is the clearest representative of the VibeVoice subset in this cluster.", + "canonical_pr_reason": "PR 40546 is the clearest canonical representative: it is the original VibeVoice implementation, not a draft, and it establishes the core model/docs/auto-registry pieces that the later VibeVoice realtime PR builds on.", "best_issue_reason": null, - "best_pr_reason": "pull_request:40546 is the most representative single PR here because it introduces the core VibeVoice model support without mixing in the separate realtime extension or an unrelated model family.", + "best_pr_reason": "PR 40546 is the best overall PR for the cluster because it is the base, completed VibeVoice integration; the other PRs are either a later realtime variant of the same model family or a different model entirely.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are VibeVoice-related, but 42781 is a separate realtime/acoustic-tokenizer extension rather than the same concrete implementation change; they are not the same underlying bug or mergeable into one PR." + "reason": "Related model family, but not the same underlying change. 40546 adds core VibeVoice, while 42781 is a draft realtime extension with additional tokenizer/generation work and broader scope." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These target different model families (VibeVoice vs Parakeet-RNNT); overlap is only in generic auto-registration files, so they are unrelated." + "reason": "Different model families and different additions. Shared auto-registration files are incidental; VibeVoice realtime and Parakeet-RNNT are not the same concrete feature." } ] }, @@ -19145,7 +19077,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19161,12 +19093,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "68c5322b25f3c6cbc8be67595f188004fdb30fcf4aaa76d103fca27ef8de8ee1", + "prepared_review_unit_hash": "1458705be84a34a189f688db1550a648797012f43715b96a6617d75f89a3a3f6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19174,7 +19106,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -19183,18 +19115,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs in different model families: TimesFM covariate forecasting versus DINOv3 image classification support. They do not target the same bug or change set.", - "confidence": 0.98, + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They do not look like the same underlying change, so the soft edge should be rejected and there is no meaningful duplicate cluster representative among them.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:41224 is the cleaner canonical representative because it is a focused model capability addition with clear code, auto-model, and test updates in one subsystem.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the best standalone representative of the cluster because it is a concrete, self-contained feature PR with explicit model support and tests, whereas 40755 is a separate TimesFM enhancement.", + "best_pr_reason": "No single canonical PR stands out because the changes target different codebases and user-facing capabilities; neither PR is a duplicate of the other.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs touch different models and different code paths. TimesFM covariate forecasting and DINOv3 image classification support are unrelated feature additions, not a single mergeable change." + "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying bug or change." } ] }, @@ -19208,7 +19140,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19271,7 +19203,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19289,7 +19221,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "2c5fe783972a3997226169de37cf28f7d2f074771c717c1f01f13aad98f93e40", + "prepared_review_unit_hash": "ceb4eec8fdcb64152eecb8165d06f4cfc661fdc33d49918fc60aadebb647bdcd", "component_budget": { "node_count": 3, "item_count": 3, @@ -19311,24 +19243,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate new-model addition PRs (DeepSeek OCR, Isaac, Kimi2-6) that overlap mainly in Hugging Face boilerplate and auto-registration files, not in the same underlying change.", - "confidence": 0.98, + "summary": "These are three distinct open PRs that all add new model integrations (DeepSeek OCR, Isaac, Kimi2-6). They share the usual Transformers scaffolding files, but they target different models, configs, processors, and tests, so this cluster is not a duplicate set.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: the PRs target different models and unrelated code paths, so any single PR would be only a loose representative.", + "canonical_pr_reason": "No single PR is a canonical duplicate: each one introduces a different model integration with separate codepaths and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the most mature and heavily reviewed of the set, so it is the strongest pragmatic representative if one must be chosen.", + "best_pr_reason": "If a representative PR is needed, #45630 (Kimi2-6) is the broadest standalone model-addition change, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared docs/auto-mapping scaffolding is boilerplate, not the same concrete bug or change." + "reason": "Different model additions (DeepSeek OCR vs Isaac). They only overlap on shared integration scaffolding, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with only generic registration and docs overlap. They do not fix or implement the same underlying code path." + "reason": "Different model additions (Isaac vs Kimi2-6) with separate model-specific files and tests; same broad subsystem, but not the same fix or feature." } ] }, @@ -19342,7 +19274,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19358,7 +19290,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "e6b85d0c619464d82f549bff0f7f8b06dfbf7fea6705a1c0250cf2d1db649339", + "prepared_review_unit_hash": "123463cc18fbfa7170d4fa1e39676cdf9beb8c68b13b4ceadfe0c2767048ac54", "component_budget": { "node_count": 2, "item_count": 2, @@ -19380,18 +19312,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both update GitHub Actions in workflow files, but they target different action families and different upgrade goals: one is a Node 24 compatibility sweep for checkout/cache/upload-artifact, while the other bumps docker/build-push-action. They overlap in scope, not in the underlying change.", - "confidence": 0.97, + "summary": "Two open PRs both modernize GitHub Actions workflow dependencies, but they are different change sets: one targets Node 24 compatibility across several workflow actions, while the other upgrades docker/build-push-action across Docker image workflows. They are related maintenance work, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow-action upgrade and the better representative if one PR must stand in for this cluster; it updates multiple core GitHub Actions used across many workflows for Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a true canonical duplicate; if forced to pick a representative, 42975 is the broader workflow-action compatibility upgrade, but 42976 is a separate docker action bump.", + "best_pr_reason": "PR 42975 is the best single PR representative because it covers the wider cross-workflow Actions runtime compatibility update, whereas PR 42976 is a narrower Docker action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different dependency tracks and fix intents: Node 24-compatible GitHub Actions vs docker/build-push-action v6 upgrades. Shared workflow files alone is not enough to treat them as the same change." + "reason": "Reject: these are different maintenance changes. PR 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility; PR 42976 upgrades docker/build-push-action. They touch overlapping workflow files, but not the same underlying bug or mergeable code-path fix." } ] }, @@ -19405,7 +19337,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19433,7 +19365,7 @@ "pull_request:43451|pull_request:46411", "pull_request:45490|pull_request:46411" ], - "prepared_review_unit_hash": "dcccff41718c60ea2ca51e82b758c569e219cda15725dffe6ef50d54dfd233a3", + "prepared_review_unit_hash": "5689bb03695d4b4c2159569de38bd579ae95baa95a9e26c4600ccb2843fda216", "component_budget": { "node_count": 5, "item_count": 5, @@ -19455,72 +19387,72 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are distinct model-addition PRs across different model families; the shared docs/auto-registry edits are broad integration boilerplate, not evidence of the same underlying change. No soft edges should be merged.", - "confidence": 0.96, + "summary": "These PRs are all separate model add-ons or a demo script, not duplicates of the same underlying change. The soft-similarity is driven by shared Transformers boilerplate and docs/auto-registry edits, but each PR targets a different model or artifact.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR exists in this cluster; if one representative is needed, 43451 is the strongest candidate because it is the most extensive and has the highest review activity, but it is still a separate model addition.", + "canonical_pr_reason": "PR 43451 is the strongest representative if one must be chosen: it is the most complete and active model-addition PR, covering Molmo2 model, processor, image/video support, tests, docs, and registry updates.", "best_issue_reason": null, - "best_pr_reason": "43451 is the best representative PR only in the sense of completeness and activity; it covers the broadest end-to-end model integration, but it is not equivalent to the other PRs.", + "best_pr_reason": "PR 43451 is the best overall representative because it has the broadest scope and highest review activity, indicating the most mature and central change among these unrelated additions.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and codepaths: ViT NEPA vs Molmo. Shared docs/auto-registration files are generic model wiring, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. They share Transformers scaffolding, but not the same code-path problem or mergeable change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. The overlap is only in shared registry/docs updates." + "reason": "Different model additions: ViT NEPA vs Molmo2. Shared registry/docs boilerplate does not make them the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated additions: ViT NEPA vision model vs CTSM time-series model. No shared bug or concrete implementation target." + "reason": "Different model families: ViT NEPA vs CTSM. No evidence they fix the same bug or implement the same feature." }, { "left": "pull_request:42978", "right": "pull_request:46411", "accept": false, - "reason": "Completely different scope: ViT NEPA model integration vs a MiniMax demo/new model files. Not the same underlying change." + "reason": "ViT NEPA model addition and a MiniMax demo/code drop are unrelated changes." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related model families, but they are distinct versions with different implementations and assets; they are not the same PR-worthy code-path fix/change." + "reason": "Molmo and Molmo2 are related by name, but they are distinct model implementations with different files and support surfaces." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different models in different domains; shared auto/docs edits are not enough to treat them as duplicates." + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model registration files are not enough to merge them." }, { "left": "pull_request:43448", "right": "pull_request:46411", "accept": false, - "reason": "Molmo model integration is unrelated to the MiniMax demo/original-code PR." + "reason": "Molmo model integration and a MiniMax demo script are not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model integrations with different codepaths; overlap in registry/docs files is incidental." + "reason": "Molmo2 vs CTSM are separate model integrations with different architectures and support code." }, { "left": "pull_request:43451", "right": "pull_request:46411", "accept": false, - "reason": "Molmo2 model integration is not the same as adding a MiniMax demo and model stub files." + "reason": "Molmo2 model integration and a MiniMax demo/script are unrelated." }, { "left": "pull_request:45490", "right": "pull_request:46411", "accept": false, - "reason": "CTSM time-series model work is unrelated to the MiniMax demo/new model files; no shared underlying bug or mergeable change." + "reason": "CTSM model integration and a MiniMax demo/script do not address the same code-path problem." } ] }, @@ -19534,7 +19466,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19557,70 +19489,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "9e505281769031e3b41ae9103dfbe2b5479d9bd0ceea87c932717035255e3cc4", + "prepared_review_unit_hash": "ffb8e23ff9bc762bbd149adfb8d27a63dd43ef216f814b722e9ba7b6fca1f754", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 11145, - "estimated_input_tokens": 2787, - "estimated_eval_tokens": 5830 + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four pull requests are not the same underlying change: they target different subsystems and different failure modes, with only superficial overlap in being small fixes/tests. No duplicate cluster emerges.", - "confidence": 0.97, + "summary": "All four pull requests appear to address different bugs or even unrelated test changes; none should be treated as duplicates of the others.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46380 is the clearest standalone bugfix in the set: it corrects a specific generation validation path where watermarking_config can be a dict and converts it before validation.", "best_issue_reason": null, - "best_pr_reason": "PR 46380 is the most substantial and concrete fix in the set, with a specific generation-config validation bug and corresponding code path update; however, it is not a duplicate of the others.", + "best_pr_reason": "PR 46380 is the strongest representative because it fixes a concrete runtime code path with a focused behavior change and matching tests, unlike the more diffuse or test-only PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding/tests versus CLIP/ViT test edits; no shared bug or code path." + "reason": "Whisper tokenizer/timestamp decode changes vs. CLIP/ViT test edits; different models and different kinds of changes." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization change is unrelated to FP8 dequantization/core loading changes." + "reason": "Whisper decode/test fix vs. FP8 dequant/loading fix; unrelated subsystems and code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Only commonality is Whisper appearing in filenames; one is tokenizer decode logic, the other is generation/watermarking plus broad test updates." + "reason": "Whisper tokenizer behavior vs. generation watermarking validation; no shared underlying bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only CLIP/ViT changes do not match the FP8 dequant/model-loading bug fix." + "reason": "Test-only assertions in CLIP/ViT are not the same concrete issue as the FP8 dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Both are generic-looking fixes, but they address different areas: image-model tests versus generation config and many model tests." + "reason": "Artificial failing test edits are unrelated to the generation_config watermarking fix." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Both touch model-loading-related code, but they fix different concrete problems and would not plausibly merge into one PR." + "reason": "FP8 dequant/model-loading work and generation watermarking validation are separate code paths and bugs." } ] }, @@ -19634,7 +19566,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19650,7 +19582,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "a9dc98cc914a95013da69fb2e61f84edc3e75b012aae4531fc04f04778339814", + "prepared_review_unit_hash": "641ac6288cf45fd0a10c4d88064c907187f238617d85fd3fd6adc791bbdba63e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19672,18 +19604,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a small repo-bot/setup/versioning test change, while the other is a broader CI/workflow and testing-utilities change. The only overlap is a shared Vit test file, which appears incidental.", - "confidence": 0.97, + "summary": "These are two unrelated open pull requests in the same repo: one is a small dependency/version-bump test PR, the other changes CI/workflow and testing utility behavior. They do not look like the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative PR because it is the larger, more substantive change with broader discussion and multiple affected workflow/utility files; PR #43488 is a narrow bot-format/setup tweak.", + "canonical_pr_reason": "PR #43532 is the better representative because it has the broader, more substantive code change set and affects actual workflow/testing paths, while #43488 is a small repo-bot/version-format check.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest standalone candidate in this cluster: it has the more meaningful code-path impact and broader change surface, whereas PR #43488 is a tiny setup/versioning test PR.", + "best_pr_reason": "PR #43532 is the best overall representative of the cluster because its edits span multiple workflow and testing files and reflect a concrete code-path/process change; #43488 is more of a narrow test fixture/change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the diffs target unrelated concerns. #43488 changes setup/versioning and adds a pytest dependency/test tweak; #43532 rewires CI workflows and touches testing/notification utilities. Sharing one Vit test file is not enough to indicate the same underlying fix." + "reason": "Rejected: the diffs are not the same underlying bug/change. #43488 tweaks setup.py dependency/version metadata and a Vit test, while #43532 rewires GitHub workflows and testing utilities across several files." } ] }, @@ -19697,7 +19629,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19713,7 +19645,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "edbfe99d2e579e1e25f5e5af3028aef50a7441d83e7a0c0f64389d9e0cb08299", + "prepared_review_unit_hash": "968b898827ebabccae9c6cb250569a73e1713cd27d7c8f06d147d9e60b2897c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -19735,18 +19667,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different pipelines: promptable concept segmentation and promptable visual segmentation. They share scaffolding and docs patterns, but they target different concrete features and model/test sets, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "Both PRs add new promptable segmentation pipelines, but they target different products and code paths: concept segmentation vs visual segmentation. They share some shared infrastructure/docs, yet they are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the better canonical representative because it has the broader, more integrated visual-segmentation implementation and test coverage; 43612 is a separate concept-segmentation feature, not a duplicate.", + "canonical_pr_reason": "PR #43613 is the better representative of the cluster because it has the broader and more fully integrated visual-segmentation implementation, with more model/test coverage and discussion activity.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the strongest overall representative of the cluster due to its wider scope and more substantial code/test surface, while still being clearly distinct from 43612.", + "best_pr_reason": "PR #43613 is the strongest standalone PR in the cluster for the same reason: it appears more complete and better integrated than #43612, even though it is not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: concept segmentation vs visual segmentation. Shared documentation/pipeline scaffolding is not enough to treat them as the same underlying change." + "reason": "Reject: these are different pipeline additions with different scopes and underlying model families. Shared docs and pipeline registration are too broad to indicate the same concrete change." } ] }, @@ -19760,7 +19692,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19776,7 +19708,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "173fb11220d386ac58bff9d36b13ebb4f28debe13caef047983a77aa2d8c8c04", + "prepared_review_unit_hash": "288f795ea74b49e5c9943d6e16f6441f7d9bb4e435bdb17ec74d50354f731f26", "component_budget": { "node_count": 2, "item_count": 2, @@ -19798,18 +19730,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer extension PRs in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers/PEFT models. They are not duplicates.", - "confidence": 0.97, + "summary": "These are two separate Trainer.py changes: PR 43651 adjusts gradient-accumulation loss scaling via a new property, while PR 43663 refactors signature-column detection for custom/PEFT trainers. They touch the same file but fix different code paths and are not mergeable as one change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different code paths in `trainer.py` and should not be collapsed into one duplicate group.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a clear duplicate of the other; if a representative is needed, `#43651` is slightly more self-contained and specific, but it does not subsume the other change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer behaviors: `#43651` adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling, while `#43663` adds `_get_signature_columns` to control column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Different underlying behavior: one changes loss scaling in training_step, the other changes dataset column filtering/signature inspection. Same file, but not the same bug or fix." } ] }, @@ -19823,7 +19755,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19839,7 +19771,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "0969a0749195deea83495164a4dc502b34fc8673fb2b9f4ff8d1c906cbbf7033", + "prepared_review_unit_hash": "a203f83cd3ace383d47ea930d82c0e3b76486c82680fa8936ac3cbb5547cbe3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19861,32 +19793,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs both touch `src/transformers/cli/serve.py`, but they fix different annotation/runtime-import problems: one is a broader postponed-annotation cleanup, the other specifically handles `TypeAdapter` when `pydantic` is unavailable. They are related but not the same change and should not be merged as duplicates.", + "summary": "Both pull requests target the same runtime TypeAdapter NameError in `src/transformers/cli/serve.py` and are plausibly mergeable as one fix, despite using slightly different annotation/import strategies.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:43842` is the better canonical PR because it has the clearest, most targeted fix and an explicit issue link; it addresses the concrete `TypeAdapter` import/annotation failure when `pydantic` is not installed.", + "canonical_pr_reason": "PR 43842 is the more direct and minimal fix for the same bug: it makes `TypeAdapter` a TYPE_CHECKING-only import and quotes the annotation, which cleanly removes the runtime NameError path.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43842` is the strongest overall PR in this cluster: it is narrowly scoped, directly states the failure mode, and cleanly fixes the runtime path that would break CLI import without `pydantic`.", + "best_pr_reason": "PR 43842 is the best standalone representative of the cluster because it targets the concrete import-time failure most explicitly and with the smallest surface-area change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "They overlap in filename and general annotation theme, but they fix different bugs: `43656` is a broader future-annotations/type-hint cleanup, while `43842` specifically makes `TypeAdapter` safe when `pydantic` is absent. They are not the same underlying change and would not be merged as one PR." + "accept": true, + "reason": "Both PRs address the same underlying TypeAdapter NameError in the CLI serve module, with overlapping file scope and compatible fixes to annotation evaluation/import handling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py`, both are explicitly about a `TypeAdapter` NameError in the CLI, and the fixes are compatible enough to be merged into one PR for the same bug. The soft-edge verdict is conservative, and the conclusion does not overstate the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 13, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19952,7 +19887,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -20018,8 +19953,8 @@ "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:44098|pull_request:44101", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", @@ -20064,12 +19999,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "668598dbef95359f740f3c0aca511ea58cff14a546bd16a76688265692e5233b", + "prepared_review_unit_hash": "2443d3e4151aca65cb5c0bf332b7a00f649710315989a41657988726c564a316", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -20077,294 +20012,444 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75094, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A shared output-tracing migration cluster centered on issue #43979. Most PRs are model-specific refactors and should not be deduped across different models; only same-model retries look like true duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "Issue #43979 is the shared tracker for the standardized output-tracing migration and is explicitly linked by many of these PRs.", - "canonical_pr_reason": "PR #44066 is a strong representative of the cluster: it is explicitly tied to #43979 and makes the concrete GPT-J/CodeGen output-tracing refactor on the relevant code path.", - "best_issue_reason": "Issue #43979 is the common upstream coordination point for this migration work.", - "best_pr_reason": "PR #44066 is the most representative, well-scoped implementation in the set and sits at the center of the duplicate GPT-J/CodeGen attempts.", + "summary": "This cluster is mostly a set of model-specific output-tracing refactors, not a single broad duplicate. The only strong duplicate families are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J group around modeling_gptj.py; the rest are the same pattern applied to different model code paths.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best representative PR: it is a concrete GPT-J/CodeGen output-tracing refactor, explicitly targets the shared tracking issue, and sits at the center of the strongest duplicate links in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best single PR to keep as a representative because it spans the broadest concrete instance of the shared output-tracing refactor and connects directly to the strongest GPT-J/GPT-J+CodeGen duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same theme only." + "reason": "Different model families and code paths; they only share the general output-tracing refactor pattern." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models/code paths; both reference #43979 but are not duplicates." + "reason": "Same standardized tracing theme, but the CVT/FNet and DeBERTa implementations are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file; 44066 already covers the concrete GPT-J path." + "reason": "Both touch GPT-J output tracing in the same file family; 44066 is broader because it also folds in CodeGen, but the GPT-J change is the same underlying refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families; only the refactor theme matches." + "reason": "RegNet and EfficientNet are different model implementations; shared issue target alone is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model-specific changes despite the same refactor theme." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and implementation paths; not the same bug/change." + "reason": "GPT-J/CodeGen and EfficientNet are different code paths and not the same underlying fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate model refactors; only the tracing pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model implementations and different file-level changes; not the same concrete bug or patch." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file family; these look like duplicate revisions of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths; same issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model refactors, not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; same tracing style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are distinct model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model refactors." }, { - "left": "pull_request:44013", - "right": "pull_request:44044", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated model implementations." + "reason": "SegFormer and LongT5 do not fix the same underlying code-path problem." }, { - "left": "pull_request:44066", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "Different models; shared migration style does not make them duplicates." + "reason": "SegFormer and VisualBert are different model implementations." }, { - "left": "pull_request:44066", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are separate code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same file and same underlying code path." + "reason": "GPT-Neo and MPT are separate model changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific refactors." + "reason": "MPT and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "Different models; same migration family only." + "reason": "RegNet and VisualBert are different model families." }, { - "left": "pull_request:44019", - "right": "pull_request:44722", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen are unrelated code paths." + "reason": "MPNet and Flaubert/XLM are unrelated implementations." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are different model changes." + "reason": "GPT2 and MPT are separate code paths." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "ResNet vs GPT-J are different concrete code paths." + "reason": "GPT-Neo and GPT2 are different model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44019", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and ResNet are different models; not mergeable as one PR." + "reason": "VisualBert and LongT5 are unrelated concrete changes." }, { - "left": "pull_request:44019", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44068", "accept": false, - "reason": "Different models/code paths; only the output-tracing pattern is shared." + "reason": "MPNet and GPT-Neo are different model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs Flaubert are separate model implementations." + "reason": "Flaubert/XLM and LongT5 do not share the same underlying fix." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44017", + "right": "pull_request:44018", "accept": false, - "reason": "Different models and refactors; no shared concrete bug." + "reason": "SegFormer and GPT-Neo are unrelated model-specific changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific changes." + "reason": "RegNet and MPNet are different implementations; shared tracing theme only." }, { "left": "pull_request:44071", - "right": "pull_request:44722", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are unrelated code paths." + "reason": "MPT and ImageGPT are unrelated concrete changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs GPT-J are different model refactors." + "reason": "TextNet and Flaubert/XLM are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated model changes." + "reason": "RegNet and GPT-Neo are separate model refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "Different models; shared decorator migration theme is too broad." + "reason": "MPNet and LongT5 are unrelated code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 vs MGP-STR are unrelated code paths." + "reason": "RegNet and LongT5 do not represent the same underlying bug or change." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J vs MGP-STR are different model-specific changes." + "reason": "TextNet and LongT5 are different implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "ViLT vs Flaubert are different model implementations." + "reason": "GPT-Neo and LongT5 are unrelated model changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen are unrelated code paths." + "reason": "RegNet and MPT are separate code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen are different model refactors." + "reason": "SqueezeBert and MPT are unrelated model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "Segformer vs LongT5 are unrelated concrete changes." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { - "left": "pull_request:44017", + "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert are different model paths." + "reason": "SqueezeBert and VisualBert are unrelated implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo vs MPT are separate code paths." + "reason": "RegNet and TextNet are different concrete changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "TextNet vs Flaubert are unrelated model implementations." + "reason": "SqueezeBert and GPT-Neo are separate model refactors." }, { "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5 are different code paths." + "reason": "CVT/FNet and LongT5 are unrelated concrete changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs Segformer are different model refactors." + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." }, { "left": "pull_request:44010", - "right": "pull_request:44071", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT vs MPT are unrelated models." + "reason": "SqueezeBert and DeBERTa are different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet are different concrete changes." + "reason": "DeBERTa and TextNet are unrelated model changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen standardized output-tracing change on overlapping files; these are duplicate implementations." + "reason": "Same GPT-J/CodeGen output-tracing refactor with the same concrete file family and issue target; these are plausibly mergeable as one PR." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44722 is a direct duplicate-style follow-up on the same code path." + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 and 44722 look like duplicate revisions of the same concrete change." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5 are different model-specific refactors." + "reason": "GPT-J and SpeechT5 are unrelated implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families; only the output-tracing migration theme overlaps." + "reason": "CVT/FNet and RegNet/ResNet are different model refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are unrelated code paths." + "reason": "CVT/FNet and SpeechT5 are separate concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5 are different model changes." + "reason": "DeBERTa and SpeechT5 are unrelated model-specific refactors." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs ViTS are different concrete refactors." + "reason": "DeBERTa and VITS are different models; only the decorator pattern is shared." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue #43979 is the shared tracker for this migration set, and the chosen canonical PR (#44066) is well supported by its explicit link and overlapping GPT-J/CodeGen scope. The soft-edge calls are conservative overall, especially by only accepting pairs that share the same concrete model/code path. " + "accept": false, + "feedback": "Reject: the cluster-level summary is broadly plausible, but several soft-edge rationales are not grounded in the packet. In particular, 44085 is a GPT-J PR in the packet, not GPT-Neo, so the explanations for 44085/44722, 44018/44085, and 44085/44129 misidentify the model family. Also, 44085 and 44722 share src/transformers/models/gptj/modeling_gptj.py and the packet flags that pair very strongly, so dismissing it as just a different model family is too strong. The accepted GPT-Neo pair and GPT-J/CodeGen pair are plausible, but the remaining verdicts need more conservative, packet-faithful wording." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20372,7 +20457,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 33, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -20399,12 +20484,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "fc34f9b0c613b961f0848339e18ca2f704e9789f7c607c660cbdf75d5611cd5b", + "prepared_review_unit_hash": "05a215f9d2617a2fdcc016d057aa8d0826eaa781bf5142e487b48a88e54a245d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84898, + "serialized_chars": 84900, "estimated_input_tokens": 21225, "estimated_eval_tokens": 42706 }, @@ -20412,57 +20497,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17123, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all parallel model-specific refactors to standardized output tracing/capture_outputs, but they touch different architectures and code paths. They look thematically similar, not like duplicates or one mergeable change.", - "confidence": 0.9, + "summary": "All items are PRs for model-specific refactors to standardized output capture/tracing. They share a theme and similar helper imports, but they touch different model codepaths, so they should not be collapsed as duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clean representative of the cluster: it clearly expresses the shared standardized output-tracing refactor, and the diff directly shows the decorator/capture_outputs migration pattern.", + "canonical_pr_reason": "PR 44129 is the strongest single representative because it has the clearest scoped refactor, an explicit issue target, and concrete output-tracing changes in a model implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best global representative because its title and diff most clearly capture the common change pattern across the cluster without being unusually narrow or issue-specific.", + "best_pr_reason": "PR 44129 best fits the cluster as a representative example of the standardized output-capture migration pattern while also tying back to a tracking issue.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they target different models (FocalNet vs ImageGPT) and different implementation details. Same theme, not the same underlying bug/change." + "reason": "Same refactor theme, but FocalNet and ImageGPT are different model codepaths; these would not be merged into one PR." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they are separate model implementations (VisualBert vs TextNet) with different forward signatures and test coverage. Not one concrete change." + "reason": "Both migrate output tracing, but they affect different models (VisualBert vs TextNet) and are separate changes rather than one underlying bug." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are model-specific output-tracing refactors for different architectures (MPNet vs VisualBert). They share a pattern, but not a mergeable single code-path fix." + "reason": "MPNet and VisualBert are distinct implementations; the similarity is only the generic output-tracing refactor pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model code paths; the similarity is only the generic migration to capture_outputs. Not duplicates." + "reason": "Different model-specific refactors with no shared concrete codepath, so they are not the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different models with separate forward/output plumbing. The shared decorator migration is too broad to count as the same change." + "reason": "RegNet and SqueezeBert are unrelated model internals; same broad migration goal is not enough to treat them as duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different subsystems and the diffs indicate different output-tracing adaptations, not one concrete bug or feature merge." + "reason": "SqueezeBert and SpeechT5 are different codepaths and the PRs address separate model migrations, not one mergeable fix." } ] }, @@ -20476,7 +20561,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20484,7 +20569,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-43998-13", + "cluster_id": "cluster-43998-14", "nodes": [ "pull_request:43998", "pull_request:43999", @@ -20498,7 +20583,8 @@ "pull_request:44027", "pull_request:44028", "pull_request:44029", - "pull_request:44030" + "pull_request:44030", + "pull_request:46438" ], "soft_pairs": [ "pull_request:43998|pull_request:44002", @@ -20539,276 +20625,305 @@ "pull_request:44027|pull_request:44030", "pull_request:44028|pull_request:44029", "pull_request:44028|pull_request:44030", - "pull_request:44029|pull_request:44030" + "pull_request:44029|pull_request:44030", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "8615dc41d7f316d63538a8d118b78531311e814ca41ecb0d0abc8af719b6a986", + "prepared_review_unit_hash": "3a5bed797fa8a3d9087609f9d6f8c4dc53a35d9add958831890264afa15bbf66", "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39790, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43573, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 39, - "serialized_chars": 39790, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43573, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains a series of independent, model-specific output-tracing refactors. They share a common pattern (`can_return_tuple` / tracing helpers), but they target different model files and code paths, so they should not be treated as duplicates.", - "confidence": 0.96, + "summary": "These are mostly separate model-specific PRs that share a common output-tracing refactor pattern, not duplicate fixes for the same code path. The modular-conversion speedup PR is unrelated. I would not merge any soft pair.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical duplicate: the PRs are independent model-specific refactors across different forward paths, so there is no one PR that represents the same underlying change for the whole cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the shared refactor theme because it covers two related files and has the broadest scope among the model PRs, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (`timm_backbone` vs `upernet`); same refactor theme only." + "reason": "Different model code paths (timm_backbone vs upernet); same refactor style, not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths despite similar tracing changes." + "reason": "Different model families; both touch output handling, but they are separate forward-path refactors." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate models (`timm_backbone` vs `univnet`); not the same underlying bug or change." + "reason": "Different architectures and code paths; similar mechanical change only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba`/`falcon_mamba` are distinct implementations; no shared concrete fix." + "reason": "timm_backbone vs mamba/falcon_mamba are unrelated implementations, so this is not one duplicate bug." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `rwkv`); only the refactor style overlaps." + "reason": "Different model stacks; both are output-tracing refactors, but not the same concrete change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated models; same output-tracing motif only." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (`mobilenet_v1` vs `upernet`), so not mergeable as one PR." + "reason": "Different subsystems and forward methods; not the same underlying issue." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` touch different forward paths and files." + "reason": "MobileNetV1 vs Depth Anything are separate model-specific changes, not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate models (`mobilenet_v1` vs `vision_encoder_decoder`); no common concrete bug." + "reason": "Different encoder/decoder wrappers and distinct code paths; too broad to treat as duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model wrappers." + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated models; same pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` have different runtime behavior and code paths." + "reason": "Vision-text dual encoder and UnivNet fix different forward implementations; not the same bug." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (`vision_text_dual_encoder` vs `upernet`); only the tracing refactor is common." + "reason": "Different models and call paths; similar output-tracing cleanup only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba` are not the same underlying change." + "reason": "Vision-text dual encoder vs mamba/codegen family are separate concrete changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model-specific refactors." + "reason": "Different model families and different output plumbing; not a single duplicate PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are unrelated models with independent forward implementations." + "reason": "UnivNet and UperNet are unrelated models; same refactor style, not same underlying fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba`/`falcon_mamba` do not fix the same concrete issue." + "reason": "Separate code paths in unrelated models; do not merge as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models (`univnet` vs `depth_anything`); same refactor pattern only." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44026", - "accept": false, - "reason": "`univnet` and `vision_encoder_decoder` are distinct code paths." + "reason": "UnivNet vs Depth Anything are distinct model-specific output changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated model implementations." + "reason": "UperNet and RWKV are different model implementations; not one concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba`/`falcon_mamba` do not share the same bug or patch." + "reason": "Different model families and forward paths; only the refactor motif matches." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba`/`falcon_mamba` vs `codegen`: different model subsystems and code paths." + "reason": "Mamba/Falcon-Mamba vs CodeGen are separate code-path changes, not the same bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; similarity is only thematic." + "reason": "Timm backbone and CodeGen are unrelated models; shared output-tracing theme is too broad." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` target different forward logic and cannot be merged as one fix." + "reason": "UnivNet and CodeGen touch unrelated forward logic; not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are separate model changes." + "reason": "UperNet and CodeGen are different model paths with only superficial similarity." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different concrete code paths." + "reason": "Different model families and different concrete forward signatures; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different models; same refactor theme only." + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model wrappers, not one mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are independent wrappers with separate fixes." + "reason": "Different model families and code paths; same broad refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + "reason": "Depth Anything and SuperPoint are unrelated models, so this is not a duplicate PR." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` touch different model stacks and code paths." + "reason": "Different models and different output APIs; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are distinct model-specific refactors." + "reason": "Depth Anything and DPR are separate model-specific refactors." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models." + "reason": "Vision-Encoder-Decoder and RWKV are unrelated forward paths; same theme only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are different wrappers, but not the same change." + "reason": "Different encoder-decoder wrappers with different implementations; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are separate code paths." + "reason": "Vision-Encoder-Decoder and SuperPoint are different model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` fix different model implementations." + "reason": "Different model families; this is a broad similarity, not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model files." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models and cannot be merged as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` do not share a concrete underlying bug." + "reason": "Different concrete code paths in different models; same refactor motif only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are distinct model-specific changes." + "reason": "Speech Encoder-Decoder and DPR are separate model-specific changes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different model paths; only the refactor pattern matches." + "reason": "SuperPoint and RWKV are unrelated implementations; not the same underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated changes." + "reason": "SuperPoint and DPR touch distinct forward paths; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate model implementations, not one mergeable fix." + "reason": "RWKV and DPR are different model families; same broad refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Vision-text dual encoder output tracing vs modular-conversion pool reuse are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Speech Encoder-Decoder refactor and modular-conversion speedup do not share a code path or bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "RWKV output tracing and modular-conversion pool reuse are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint output refactor vs modular-conversion utility change are different concerns." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "timm_backbone model refactor is unrelated to the modular-conversion process-pool optimization." } ] }, @@ -20822,7 +20937,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20838,12 +20953,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "1318a490434d4a6d3478457ae12151b1dce8b8d077582f1e36871f513196779a", + "prepared_review_unit_hash": "5b6d041a8d6c1f3729533b18a10322c4d85aa9b4da6d422a419d6b30de0f454c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20851,7 +20966,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20860,18 +20975,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs add different model integrations: PenguinVL vs Voxtral TTS. They share some boilerplate auto-registration/docs paths, but they do not fix the same underlying code-path or belong in one merged change.", - "confidence": 0.97, + "summary": "The two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS. Their overlap is limited to shared Transformers plumbing and docs/auto-registry updates, which is incidental rather than a shared underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate representative: the PRs target different models and different feature sets, so neither subsumes the other.", + "canonical_pr_reason": "PR #45401 is the better representative because it is tightly scoped, explicitly tied to issue 45027, and clearly describes one concrete model integration.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the more self-contained candidate because it has an explicit issue target and a narrower, clearly scoped model-support addition.", + "best_pr_reason": "PR #45401 is the strongest standalone PR in the cluster: it has a specific tracking issue, a focused code path, and a clearer change objective than the broader PenguinVL implementation PR.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: different model implementations (PenguinVL vs Voxtral TTS). Shared files are generic registration/docs plumbing, not evidence of the same bug or change." + "reason": "Different models and different feature work: PenguinVL vs Voxtral TTS. Shared framework files are expected for any model integration and do not indicate the same underlying bug or change." } ] }, @@ -20885,7 +21000,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20905,12 +21020,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "6a9cdc14bb680094c56e09404250dc42fa71c9ca697a4aa20c821ce5320f6855", + "prepared_review_unit_hash": "05f72207339b41a1f225af945539ffb09dd500b4b611bc709af83d6aeaa65617", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9635, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20918,7 +21033,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9635, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -20927,44 +21042,47 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are on the same kernel-fusion feature line, but they are sequential expansions of the API rather than the same concrete change. The latest PR is the broadest and most representative of the final direction.", - "confidence": 0.66, + "summary": "This cluster is centered on the same broader feature line: n-to-1 kernel fusion via `KernelConfig`, with one adjacent but distinct earlier module-fusion API PR. The latest PR is the best representative of the shared kernel-fusion work.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the most complete and recent kernel-fusion implementation: it simplifies and extends the KernelConfig-based n-to-1 fusion path, touching the core loader, hub kernel integration, modeling utils, and tests.", + "canonical_pr_reason": "PR 46339 is the most complete and most recent iteration of the kernel-fusion feature: it keeps the same `KernelConfig` direction as the earlier PRs while broadening and simplifying the implementation across core loading, hub kernel integration, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 best represents the cluster because it subsumes the earlier KernelConfig fusion work and includes the widest implementation and test coverage.", + "best_pr_reason": "PR 46339 is the strongest global representative because it appears to subsume the earlier `KernelConfig` fusion work and presents the most polished, integrated version of that feature.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but not the same change: 44979 introduces a lower-level Module Fusion API, while 45363 builds a separate KernelConfig-based n-to-1 fusion integration on top of it." + "reason": "Related theme, but not the same underlying change: 44979 introduces a separate module-fusion API, while 45363 implements n-to-1 kernel fusion through `KernelConfig` and different integration points." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": false, - "reason": "Same general feature family, but 46339 is a later extension/simplification of the KernelConfig fusion path with additional loader and integration changes, so it is not the same concrete PR." + "accept": true, + "reason": "Same concrete feature area and code path: both implement n-to-1 kernel fusion via `KernelConfig`, with 46339 clearly extending/simplifying the same mechanism rather than starting a different change." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": false, - "reason": "Both work on n-to-1 kernel fusion, but 45666 is an intermediate extension and 46339 further refactors/simplifies the implementation; they are successive iterations, not a single duplicate change." + "accept": true, + "reason": "These appear to be successive revisions of the same `KernelConfig`-based n-to-1 kernel fusion work, touching the same integration path and underlying feature rather than distinct changes." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the one adjacent PR. The soft-edge decisions are plausible: 44979 is reasonably treated as distinct module-fusion work, while 45363/45666/46339 all look like closely related KernelConfig-based n-to-1 kernel-fusion revisions with overlapping files and matching titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 18, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20980,12 +21098,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2a14e027e89c2fceb643be078cdceb96160df2bb98b769722811c0eae3c0c6bf", + "prepared_review_unit_hash": "7831c18ca81e5a253435463dbee041d20542945e35837018264ecfb315065405", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -20993,7 +21111,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -21002,18 +21120,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch bug in the same file, with the same issue target and nearly identical code change; 45317 is the more complete version because it also adds tests.", + "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` for the Mistral tokenizer path, with the same code change in `tokenization_utils_tokenizers.py`; the second PR adds tests but is still the same underlying fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the stronger canonical PR because it is the later, more complete fix for the same AttributeError path and includes test coverage in addition to the code change.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it has the same fix as 45086 plus an added test file, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative of the cluster because it fixes the concrete bug directly and adds tests, making it the more self-contained and merge-ready change.", + "best_pr_reason": "PR 45317 is the best representative for the cluster since it contains the core bug fix and accompanying regression coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same affected file and issue target, and the diffs change the same code path in a mergeable way." + "reason": "Same concrete bug and same fix in the same code path (`_patch_mistral_regex`); the extra test changes in 45317 do not make it a different change." } ] }, @@ -21027,7 +21145,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21043,12 +21161,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "c314a3b8b7feac8e08f4ea514b2d1f77d5631ecfb8ec438ccfeb10df4794831b", + "prepared_review_unit_hash": "e6eccea45fa0d8bcf221679f26d08b121a3a50f793492ac37b56eab2ccee6b2a", "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 }, @@ -21056,7 +21174,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -21065,18 +21183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related pull requests, but they address different scopes: one is an inheritance/refactor toward GraniteMoeHybrid, the other is a broader model split introducing NemotronHDense/NemotronHSparse and docs. They are related, not duplicates.", - "confidence": 0.91, + "summary": "Two open NemotronH PRs overlap in the same model area, but they target different changes: one is a refactor/inheritance and conversion-mapping cleanup, while the other is a broader split into nemotron_h_dense/nemotron_h_sparse with docs and auto-mapping updates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it appears to deliver the fuller, user-facing model packaging change (new dense/sparse variants, auto-mapping, docs, and tests) rather than a narrow refactor.", + "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH implementation change set, covering the dense/sparse model split, docs, and auto/model registration updates, whereas #45115 is a narrower refactor centered on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest representative of the cluster: it has the broadest and most complete implementation of the NemotronH workstream and is more likely to stand alone as the primary change. PR #45115 is a narrower preparatory refactor.", + "best_pr_reason": "PR #45569 is the best representative of the cluster because it introduces the substantive user-facing model packaging change; #45115 looks like a supporting refactor rather than the primary feature implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the changes are not the same underlying fix. #45115 is a targeted refactor/inheritance mapping toward GraniteMoeHybrid, while #45569 splits NemotronH into dense/sparse models with docs and tests. Different goals, not mergeable as one PR." + "reason": "Related area, but not the same underlying change: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure and conversion mappings, while #45569 splits NemotronH into dense/sparse variants and updates docs/auto-mappings. They touch shared files, but the concrete code-path change is different and not something to merge as one PR." } ] }, @@ -21090,7 +21208,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21106,7 +21224,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "4686420d3bcd26cfbc83bcdd77248f001ae3a8c2e34620aa0e20bc5bba3af36b", + "prepared_review_unit_hash": "6a8dc0f1ee26318b3ffdba5cb0a6c7ee409fbd3e9cd3c52a8edcbce4c208fb94", "component_budget": { "node_count": 2, "item_count": 2, @@ -21128,18 +21246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related pieces of the same heterogeneous-model effort, but they are not duplicates: one adds per-layer config support, while the other builds out broader heterogeneous modeling/cache/masking support on top of that.", - "confidence": 0.91, + "summary": "These are related heterogeneous-model efforts, but they are not the same concrete change: one PR adds per-layer config plumbing, while the other adds broader runtime/modeling support that builds on it.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change and is the better canonical representative of the heterogeneous-model feature work; PR 45333 looks like a narrower config-layer prerequisite rather than the same end-to-end change.", + "canonical_pr_reason": "PR 45332 is the more complete umbrella change: it includes the config plumbing plus the downstream cache/modeling updates needed to actually use heterogeneous per-layer settings.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best standalone PR because it covers the full code-path change set (config, modeling, cache, masking, tests) rather than only the configuration layer.", + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the actual end-to-end heterogeneous model support rather than only the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same concrete change: 45333 is per-layer configuration support, while 45332 is a broader heterogeneous model implementation that depends on and extends that foundation. They would not be a single mergeable PR without collapsing distinct scopes." + "reason": "They overlap in heterogeneity/config files, but 45333 is limited to config representation/validation while 45332 also changes cache and modeling behavior for per-layer runtime support. They are related, not the same underlying bug/change, and would not cleanly merge into one PR." } ] }, @@ -21153,7 +21271,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21169,7 +21287,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "3e5a1c3392d12dabdb6584f5aec738ab240e9a0dd743ef0545bc4b5e5f74f111", + "prepared_review_unit_hash": "098f4b14422a6fc83fe6810f1e28cbe638edd88b3e7feffa5e6946e2c6ad6d13", "component_budget": { "node_count": 2, "item_count": 2, @@ -21191,18 +21309,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs, but they are not the same change: one is a broad type-checking sweep across many Transformer files, while the other adds a smaller set of typing protocols/helpers around modeling_utils/PEFT integration. They overlap in theme and a few files, but not in concrete code-path or patch scope.", - "confidence": 0.86, + "summary": "Both items are type-checking/typing-related PRs, but they target different scopes: one is a broad typing pass across many files, while the other adds shared typing protocols and helpers for specific integrations. They are similar in theme, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change: it touches many Transformer modules plus pyproject typing settings, so it best represents the cluster\u2019s main typing-effort theme.", + "canonical_pr_reason": "pull_request:45425 is the more focused and central typing infrastructure change, adding shared protocols/aliases used by multiple modules.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the strongest representative of the cluster because it is the most comprehensive and central typing cleanup among the two.", + "best_pr_reason": "pull_request:45425 is the strongest representative of the cluster because it introduces reusable typing abstractions rather than a broad mechanical sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Same general typing topic, but different concrete changes and scopes: 45415 is a wide type-checking sweep, while 45425 adds typing helpers/protocols for specific integrations. They do not look mergeable as one PR for the same bug/change." + "reason": "Both are about typing, but they address different concrete changes and code paths; 45415 is a broad type-checking sweep, while 45425 adds shared typing protocols and aliases. They do not look mergeable into one PR." } ] }, @@ -21216,7 +21334,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21232,7 +21350,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "f9f3d5987e143fd3a815c2f7adce6a32b1e0d83e9310d497500e32b09c388a65", + "prepared_review_unit_hash": "d0e0d7e00df06de76bfd46f900a79fc941f7a06ae694c48ad985b9d3fe2ea868", "component_budget": { "node_count": 2, "item_count": 2, @@ -21254,18 +21372,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are about different models and different cache bugs: PR #45513 fixes multi-token cached forward behavior in Qwen3.5/related linear-attention code, while PR #46084 fixes use_cache handling in Mamba2 when seq_len > 1. They are not the same underlying change.", - "confidence": 0.96, + "summary": "These are two unrelated pull requests about cache-handling bugs in different model families; they should not be clustered as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45513 is the broader, more representative cache-fix PR in this cluster, spanning multiple Qwen-family model files and a shared multi-token cached-forward bug pattern.", + "canonical_pr_reason": "PR 46084 is the cleaner canonical representative: it has an explicit issue target, a narrow scope, and a concrete Mamba2 cache-path fix for seq_len > 1.", "best_issue_reason": null, - "best_pr_reason": "PR #45513 is the best representative artifact because it addresses a concrete cache-forward bug across several related model implementations and is more central to the cluster than the unrelated Mamba2 fix.", + "best_pr_reason": "PR 46084 is the best single PR to represent the cluster because it is tightly scoped and directly tied to a specific bug report; PR 45513 is broader and spans multiple Qwen/Olmo model files.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different model families and different code paths: Qwen3.5 linear-attention cached forward vs. Mamba2 use_cache with seq_len > 1. They do not look mergeable into one PR." + "reason": "Different bugs and code paths: 45513 fixes multi-token cached forward for GDN linear attention in OLMO/Qwen-family models, while 46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not the same underlying change and would not be merged into one PR." } ] }, @@ -21279,7 +21397,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21295,12 +21413,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9955ab9939942577b3c46fb2364e3fbd50069f6a83de3792590986cf81e2e5f6", + "prepared_review_unit_hash": "ed3c6ca78223631054b3e15c6cf3d476844816c97a6ff1df4da3a773f1cd5579", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21308,7 +21426,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -21317,18 +21435,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related through expert-parallel loading, but they fix different bugs and touch different code paths. PR 45548 is about EP + DeepSpeed ZeRO-3 loading and config serialization; PR 45662 is about EP + FSDP2 experts being overwritten during rank-0 broadcast.", - "confidence": 0.91, + "summary": "These are two separate EP-related pull requests, but they target different failure modes and code paths: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related in subsystem, but not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the more concrete and representative fix: it targets a specific expert-overwrite loading bug in the core parameter-loading path, with coordinated changes across loading and MoE integration. PR 45548 addresses a separate EP/ZeRO-3 accelerate-launch issue.", + "canonical_pr_reason": "PR 45662 is the stronger representative: it addresses a concrete expert-parameter overwrite bug in the loading path and includes a focused multi-file fix around distributed wrapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best representative of the cluster because it fixes a clearly defined code-path bug with broader supporting changes, while PR 45548 is narrower and concerns a different loading/configuration problem.", + "best_pr_reason": "PR 45662 is the best standalone PR in this cluster because it targets a specific, reproducible EP/FSDP2 regression with an explicit code-path fix; PR 45548 is a different loading issue and should not be merged as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "They share the EP theme, but the bugs are different: 45548 handles EP + DeepSpeed ZeRO-3 loading/config serialization, while 45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Not the same underlying change." + "reason": "Both concern expert parallelism loading, but they fix different bugs: 45548 adds distributed_config handling and has_ep for EP + DeepSpeed ZeRO-3 via accelerate launch, while 45662 prevents expert tensors from being overwritten in the FSDP2/rank-0 broadcast path. Different root causes and code paths." } ] }, @@ -21342,7 +21460,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21358,12 +21476,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "6d47cb1f0682f7a5a3a1267460846669b04a645cb109ef1ef7dd9a9089f431e3", + "prepared_review_unit_hash": "ada0656ed9f8b0c5062ab02363b2efb4502f74400bc995839dd49835cf8e8b24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21371,7 +21489,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21380,18 +21498,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info handling in `testing_utils.py`, but #45645 is a broader follow-up that also changes CI log collection and notification handling. They are related, yet not close enough to treat as the same PR change.", - "confidence": 0.79, + "summary": "Both PRs target the same xdist-related captured_info logging bug in transformers testing utilities. PR 45645 is the broader, more complete fix because it includes the worker-safe log file change plus CI workflow updates to collect multiple captured_info files.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the more complete representative: it includes the core xdist-safe `captured_info` fix plus the CI-side log aggregation changes around that artifact.", + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the xdist-safe file handling in testing_utils and the CI-side changes needed to preserve and aggregate captured_info logs.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the strongest overall fix in the cluster because it covers the main bug and the surrounding CI behavior needed to preserve and collect the split logs.", + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the same underlying collision bug while also updating the workflow to handle the new multi-file log output.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": false, - "reason": "They overlap on the xdist-safe debug-log fix, but #45645 adds additional workflow and notification changes, so they are not the same underlying change and would not cleanly merge as one PR." + "accept": true, + "reason": "Both PRs fix the same concrete xdist/captured_info collision problem in the same code path; 45645 is a superset of 45639 rather than a separate change." } ] }, @@ -21405,7 +21523,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21423,46 +21541,46 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "f32ab67a40c856f8d2f1befbb646932e3acdda3502bedc6d1fe53d378ccd8173", + "prepared_review_unit_hash": "22557b28790366643265e193b60966633240585e8ad82bc9d8ed7f0fcb991763", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7028, - "estimated_input_tokens": 1757, - "estimated_eval_tokens": 3770 + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7028, - "estimated_input_tokens": 1757, - "estimated_eval_tokens": 3770 + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a theme level (model support / attention dispatch), but they fix different models and different code paths, so they should not be merged as duplicates.", - "confidence": 0.9, + "summary": "The PRs are all separate feature fixes, not duplicates. Two are same broad theme (attn_implementation dispatch) but for different model families, so they should stay separate. The auto-model mapping change is unrelated.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are separate changes for different model families and different behaviors, not the same underlying fix.", + "canonical_pr_reason": "PR 46320 is the clearest standalone feature change: it adds RecurrentGemma attn_implementation dispatch support with matching model, conversion, and test updates. It is more self-contained and representative than the other unrelated PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the strongest standalone change: it adds SDPA dispatch support across BLIP-2/InstructBLIP/InstructBLIPVideo and includes tests, making it the most concrete and substantial PR in the set.", + "best_pr_reason": "PR 46320 is the strongest overall candidate because it has a focused, concrete model-path change with supporting code and tests, unlike the other PRs which target different subsystems or model families.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "These are unrelated changes: 45670 only adjusts AutoModel registration for glmasr, while 46320 adds attn_implementation support for RecurrentGemma." + "reason": "Different features and code paths: AutoModel registration for glmasr vs RecurrentGemma attn dispatch support. No shared underlying bug/change." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both mention attn_implementation, but they target different model families (RecurrentGemma vs BLIP-2/InstructBLIP) and different code paths, so they are not the same underlying bug/change." + "reason": "Same general pattern, but different concrete models (RecurrentGemma vs BLIP-2/InstructBLIP). These are separate model-specific dispatch implementations, not one mergeable fix." } ] }, @@ -21476,7 +21594,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21492,40 +21610,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "2a1f4dad7f082fa7bd6dfc2256eff4933a4699b3b583acc1f4780e77a2523c62", + "prepared_review_unit_hash": "39603f839c3f1c5b2c37475c4f94ed00318d9f4dac478d00b3d2b3cb522fb711", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: #45720 implements TRF003-style forward/return_dict tuple handling across several model forwards, while #46259 adds a different linter rule (TRF018/TRF016) for image/video processor boolean flags and updates unrelated model processors. The overlap in some model filenames is incidental to broad repo-wide cleanup work.", - "confidence": 0.97, + "summary": "These PRs are not duplicates: one implements TRF003 around return_dict/can_return_tuple handling in model forward methods, while the other adds TRF018 for dead do_* flags in image/video processor overrides. They target different code paths and different rule families.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for this cluster: the PRs target different rules and different code paths, so they should not be merged as one change.", + "canonical_pr_reason": "PR 46259 is the more complete standalone change: it defines TRF018 in the rules documentation and applies the corresponding enforcement across image/video processor classes.", "best_issue_reason": null, - "best_pr_reason": "#45720 is the better representative only in the sense that it is the more concrete code-path change; #46259 is mostly a separate linter-rule/docs rollout. Even so, they are not duplicates.", + "best_pr_reason": "PR 46259 is the clearest representative of this cluster because it adds a new, well-scoped rule with explicit spec plus code updates; PR 45720 is a separate TRF003 fix in a different subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying changes: #45720 patches model forward signatures/tuple-return behavior for TRF003, while #46259 introduces a separate processor-flag consumption rule and associated edits. Shared files are broad-model overlap, not the same bug or change." + "reason": "Different underlying changes: TRF003 for model forward return handling vs TRF018 for image/video processor boolean flag usage. They are not the same bug and would not plausibly merge into one PR." } ] }, @@ -21539,7 +21657,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21605,7 +21723,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21621,40 +21739,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "6789b4734ef1f5eb556c9269da7ccbd818681d8ea14195de3bdc51dcd99bcf68", + "prepared_review_unit_hash": "ac4f87decbea0ed572991f5314ca95b5eb3ce2ca95a81ea16109453ce1419c08", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4301, - "estimated_input_tokens": 1076, - "estimated_eval_tokens": 2408 + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both non-production \u201cdo not merge\u201d changes, but they do not fix the same underlying problem: one is a mixed CI/model/config tweak PR, the other is a test-file migration that intentionally introduces failing assertions. I would not cluster them as duplicates.", - "confidence": 0.93, + "summary": "These two pull requests are not duplicates: one is a broad experimental/test-infra and model-code patch, while the other is a tiny test-only migration with deliberate failing assertions. The shared \"DO NOT MERGE\" vibe and testing context are superficial.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the better representative of the cluster only in the loose sense that it contains the broader change set; PR #46100 is just a minimal test-only placeholder and does not share the same concrete code-path change.", + "canonical_pr_reason": "PR 45932 is the more substantive representative of the cluster: it changes CI secrets and multiple model files, whereas PR 46100 is a small test-only edit with obvious placeholder failures.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the more substantive artifact and the closest thing to a cluster representative, but it still should not be treated as a duplicate of #46100.", + "best_pr_reason": "PR 45932 is the best global representative because it has the larger, concrete code/config footprint; PR 46100 looks like a throwaway test migration and is less representative of meaningful work.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs touch different things and do not appear to fix the same bug or implement the same change. #45932 changes CI/workflow and several model/config files; #46100 only edits a ViT test file and adds obvious failing assertions. They are not plausibly mergeable into one PR as a single code-path fix." + "reason": "Reject: they do not appear to fix the same concrete code-path problem. PR 45932 touches workflow/config and several model implementations; PR 46100 only edits a ViT test file with intentional failing assertions. Shared testing context is not enough for a duplicate PR merge." } ] }, @@ -21668,7 +21786,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21687,12 +21805,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "436d1e25452d526b165362ad851896c0b80e80561ac70dfbe36cfda7a78c8e64", + "prepared_review_unit_hash": "92f6b6e7a47664aba208cd3f10e59b868fd6a3095e884c90cec82443ad61504c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21700,7 +21818,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8081, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21709,30 +21827,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all SDPA-dispatch enablements, but they target different model families and code paths (CTRL, T5, wav2vec2/SeamlessM4T), so they are related feature work rather than duplicates.", - "confidence": 0.96, + "summary": "These are three separate model-specific PRs that all add SDPA dispatch support, but they target different architectures and code paths. They look related by theme, not duplicates of the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2_conformer/bert + SeamlessM4T/v2 each implement SDPA dispatch in different model implementations and tests.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR for duplication triage; each PR is a distinct model-family adaptation rather than one mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA support, but one is for CTRL and the other for T5; they touch different model implementations and are not the same underlying fix." + "reason": "Both are SDPA-dispatch support PRs, but one is for CTRL and the other for T5; they touch different modeling files, tests, and model-specific attention paths, so they are not the same change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "Shared SDPA theme only; CTRL is a separate architecture from wav2vec2/SeamlessM4T, so these are distinct model-specific changes." + "reason": "Shared theme only. CTRL versus wav2vec2_conformer/bert and SeamlessM4T/v2 are distinct architectures with different code paths, so these are not duplicates." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch and wav2vec2/SeamlessM4T SDPA dispatch affect different code paths and models, so they could not realistically be merged as one PR." + "reason": "Although both add SDPA support, they apply to different model families and require different implementations and tests; they should not be merged as one PR." } ] }, @@ -21746,7 +21864,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21762,12 +21880,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "8f64c7ecbe2543b106c0906a48a6af0bf91c1a3a318653f5d406c0c6f80f3ac1", + "prepared_review_unit_hash": "137b5da2adcc04f65479358be44d7166720049c3e285a222a5b365eb7cfc9f62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21775,7 +21893,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5572, + "serialized_chars": 5571, "estimated_input_tokens": 1393, "estimated_eval_tokens": 3042 }, @@ -21784,18 +21902,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both in distributed-model territory, but they are not the same change: 46126 is a focused EP/router/trainer integration, while 46269 is a broad distributed branch-base PR spanning many subsystems. Shared filenames alone are not enough to treat them as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs in the distributed stack overlap on a few filenames, but they are not the same change: one is a focused EP/Trainer integration patch, the other is a broad distributed branch base spanning FSDP, tensor parallel, integrations, and CI.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "46126 is the more focused, self-contained change; 46269 is a broad integration/base branch PR with many unrelated distributed edits.", + "canonical_pr_reason": "PR #46269 is the broader umbrella change and the more representative cluster anchor; it subsumes many distributed-system updates beyond the focused EP/trainer work in #46126.", "best_issue_reason": null, - "best_pr_reason": "46126 is the clearest representative artifact in this cluster because it describes a specific feature change rather than an umbrella branch-base sweep.", + "best_pr_reason": "PR #46269 is the best single representative for the cluster because it is the larger, more central distributed integration branch and covers the widest set of related changes.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Different scope and likely different underlying changes: 46126 adds EP/router/trainer integration, while 46269 is a large distributed base branch touching many areas beyond that feature." + "reason": "They overlap on distributed files, but the concrete changes are different in scope and purpose. #46126 targets EP routing and trainer integration, while #46269 is a broad distributed base branch with FSDP, tensor parallel, integration, and CI changes; they do not look mergeable as one PR." } ] }, @@ -21809,7 +21927,70 @@ { "label": "pull_request", "component_index": 31, - "component_count": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "580340171a3a72d354e051de3bc4d833bfbb360efe02364f6cf8d364649c35b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated workflow-only PRs: one changes self-comment CI to read the comment from stdin, the other hardens ssh-runner by pinning a downloaded script, verifying its checksum, and unsetting HF_TOKEN. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46432 is the more substantial and security-relevant workflow change, with a pinned download, checksum verification, and token cleanup, so it is the better canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the strongest standalone PR here; PR 46138 is a separate minor CI plumbing change in a different workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different changes: stdin handling for self-comment CI versus supply-chain/token hardening in ssh-runner. They do not appear to fix the same underlying bug or change the same 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": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21825,7 +22006,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "ba1d5d1577ba511732fc1fa5c5b21dd354bed918c4051dfc7c8cfdd077b23b0f", + "prepared_review_unit_hash": "77e21db6fd0f5c9c867ae0321f24761fc6278fd5cd9b6046cd540b0c86648122", "component_budget": { "node_count": 2, "item_count": 2, @@ -21847,18 +22028,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (removing unsafe/source-file open() access), but they fix different code paths in different modules and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs with a similar theme of removing brittle file-open source inspection, but they fix different code paths in different modules and should not be deduplicated.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the broader, more central change: it adds a reusable resource-based source resolution path in import_utils, which addresses the underlying file-open pattern at the utility level.", + "canonical_pr_reason": "PR 46207 is the cleaner representative: it makes a concrete, test-backed fix in `modeling_utils.py` for `_can_set_attn_implementation`, replacing `open()`-based source reading with `inspect.getsource`/module inspection.", "best_issue_reason": null, - "best_pr_reason": "PR 46152 is the best representative for the cluster because it is the more general source-access refactor; PR 46207 is a separate, narrower caller-specific replacement in modeling_utils.", + "best_pr_reason": "PR 46207 is the stronger cluster exemplar because it addresses a specific runtime heuristic bug in one code path and includes tests, making it more clearly actionable than the more infrastructure-oriented import-utils change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both avoid open() on source files, but they touch different modules and different behaviors: import_utils helper/source resolution vs modeling_utils attention-implementation detection. They do not appear to fix the same concrete bug or be mergeable into one PR." + "reason": "Both PRs are about avoiding brittle source-file access, but they target different functions and bugs: `import_utils.py` path/traversable resolution versus `modeling_utils.py` attention-implementation detection. They are related in style, not the same underlying change." } ] }, @@ -21871,8 +22052,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 33, + "component_index": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21893,12 +22074,12 @@ "pull_request:46362|pull_request:46368", "pull_request:46362|pull_request:46366" ], - "prepared_review_unit_hash": "4d7adc4aad4138c855ae2e57f161c2ec1192d96093a529e17bfb311eca758327", + "prepared_review_unit_hash": "50d97a9cca2e92621a23bc103bd55f93cb604a428a54f8a75ff2e86744383cec", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8271, + "serialized_chars": 8272, "estimated_input_tokens": 2068, "estimated_eval_tokens": 4392 }, @@ -21906,7 +22087,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 8271, + "serialized_chars": 8272, "estimated_input_tokens": 2068, "estimated_eval_tokens": 4392 }, @@ -21915,36 +22096,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-test maintenance changes, but they address different underlying failures: one Cohere2MoE device-map test setup fix, two model-specific quant-cache skips, and one DeepSeek V4 XPU/distributed-worker backend adjustment. None of the soft pairs look like the same concrete bug or change.", - "confidence": 0.93, + "summary": "These PRs are only loosely similar at the test-infra level, but they target different model families and different failures: Cohere2Moe device-map/offload setup, DeepSeek V4 quant-cache skipping and XPU support, and NemotronH quant-cache skipping. They are not duplicates of the same underlying bug/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46362 is the clearest narrow fix: it adds a model-specific skip with an explicit incompatibility reason for DeepSeek V4 quant-cache testing.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46362 is the most representative single change in this set because it is a small, self-contained test adjustment with a concrete failure explanation.", + "best_pr_reason": "PR 46366 is the strongest standalone candidate because it contains an actual functional test/backend adjustment for DeepSeek V4, whereas the others are narrowly scoped model-specific skips or test fixture tweaks. It is still not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Both are test-only model PRs, but they fix different models and different failures: Cohere2MoE device-map/offload setup vs NemotronH quant-cache incompatibility." + "reason": "Different models and different failures: Cohere2Moe device-map/offload test setup versus NemotronH quant-cache incompatibility. Same broad area, but not the same code-path bug or mergeable fix." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Unrelated concrete issues: Cohere2MoE test configuration for hf_device_map vs DeepSeek V4 skipping an incompatible quant-cache test." + "reason": "Cohere2Moe test environment tuning for accelerate/offload is unrelated to DeepSeek V4 skipping a quant-cache test. They do not fix the same underlying problem." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip generate_with_quant_cache, but they target different model implementations with separate cache incompatibility details; they are not the same underlying bug or a single mergeable change." + "reason": "Both mention quant cache, but they are model-specific skips for different architectures with different cache implementations. Not the same bug and not something to merge into one PR." }, { "left": "pull_request:46362", "right": "pull_request:46366", "accept": false, - "reason": "DeepSeek V4 quant-cache test skip and DeepSeek V4 XPU/distributed-worker backend support affect different code paths and fix different failures, so they should not be merged as duplicates." + "reason": "DeepSeek V4 quant-cache skip and DeepSeek V4 XPU extension are different changes: one avoids a failing test, the other broadens backend coverage. They are not one concrete fix." } ] }, @@ -21957,8 +22138,8 @@ }, { "label": "pull_request", - "component_index": 33, - "component_count": 33, + "component_index": 34, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21966,56 +22147,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46376-3", + "cluster_id": "cluster-46376-2", "nodes": [ "pull_request:46376", - "pull_request:46417", - "pull_request:46425" + "pull_request:46417" ], "soft_pairs": [ - "pull_request:46376|pull_request:46417", - "pull_request:46376|pull_request:46425" + "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "dd890f8eec3ef7fba556d07989f187b1690d7dc4d2839899646a1455034a7ceb", + "prepared_review_unit_hash": "44ec209756fee8b1110062b71c2e8b91597343e9ae5a132ac3092f924e2ad8c4", "component_budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9319, - "estimated_input_tokens": 2330, - "estimated_eval_tokens": 4916 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "budget": { - "node_count": 3, - "item_count": 3, - "soft_pair_count": 2, - "serialized_chars": 9319, - "estimated_input_tokens": 2330, - "estimated_eval_tokens": 4916 + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The soft similarities are superficial: one PR adds multimodal continuous-batching runtime support, while the others add two different model families (HunYuan VL and RADIO). They are not the same underlying change or bug.", + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model package, docs, and tests. They target different code paths and could not reasonably be merged into one PR.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical duplicate PR: the three PRs target distinct subsystems and model families, and the overlap is only broad 'add support' language.", + "canonical_pr_reason": "pull_request:46417 is the more self-contained and representative change in the cluster: a concrete new model integration with associated docs and tests.", "best_issue_reason": null, - "best_pr_reason": "46376 is the broadest infrastructure PR, but it is still not a duplicate of the standalone HunYuan VL or RADIO model-addition PRs.", + "best_pr_reason": "pull_request:46417 is the best representative PR because it is a complete, coherent feature addition rather than a broad draft touching many subsystems.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Continuous batching multimodal runtime support is unrelated to adding the HunYuan VL model package, docs, and tests; different code paths and deliverables." - }, - { - "left": "pull_request:46376", - "right": "pull_request:46425", - "accept": false, - "reason": "A multimodal continuous-batching runtime change is not the same as RADIO model integration; they touch different model families and code paths." + "reason": "Different underlying changes: continuous-batching multimodal support versus adding a HunYuan VL model and documentation. No shared concrete bug or code path, so they should not be merged as duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index b341e18df568790426e03e26afe5cae86b777bb7..05c24fef2ed9f4fd6431aa336567001a80aa3483 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260605t060128z", + "analysis_id": "hybrid-model-20260605t120123z", "archived_artifacts": { - "hybrid": "snapshots/20260605T060128Z/analysis-runs/hybrid-model-20260605t060128z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260605T060128Z/analysis-runs/hybrid-model-20260605t060128z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-05T06:10:47Z", + "published_at": "2026-06-05T12:11:21Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260605T060128Z", + "snapshot_id": "20260605T120123Z", "variant": "hybrid" } diff --git a/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json b/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..58e6fc48cf3bbb1e3c6fb433cca7d182a5b1e1e3 --- /dev/null +++ b/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json @@ -0,0 +1,2449 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260605T120123Z", + "generated_at": "2026-06-05T12:11:20Z", + "evidence_quality": "full", + 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is an MPS histogram op limitation; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and symptoms: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same issue as GPT-OSS running on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Separate GPT-OSS-related reports, but one is an AMD GPU failure and the other is an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GPT-OSS AMD GPU support." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Both are DeepSpeed/model runtime issues, but collective mismatch under ZeRO-3 is not the same as ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Different models and code paths: ONNX export for ModernBERT vs Qwen3Moe with FineGrainedFP8." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 auto device-map cuda assert are distinct failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Both are documentation or task-related, but one is a table QA crash and the other is outdated RAG examples." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Related v5 docs cleanup, but they target different removed content: pipeline tasks vs the transformers run command." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export issue is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT unpacking issue and resume-training/trust-remote-code issue are different training flows and failure modes." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different models and likely different root causes: a mask/index shape error vs Gemma4 PLE device mismatch under auto mapping." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index/shape errors, but 43638 is a ZeRO-3 BERT load/train failure while 44805 is a mask-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT index error is unrelated to resume-training with locally downloaded models and remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure classes: ZeRO-3 index-out-of-bounds during BERT loading vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic shape mismatch is not the same as GPT-OSS MoE tensor-parallel malfunction." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resuming training with trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT index-out-of-bounds is unrelated to the resume-training/trust-remote-code issue." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx after v5 update is a different config regression." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error affect unrelated subsystems." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch in Jamba-v01 is not the same bug as the ZeRO-3 BERT index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 failure: both report the 'index 0 is out of bounds' error during BERT model load/train, with only minor wording/model-variant differences." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy calling and GPT-OSS MoE tensor-parallel failure are different problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load output mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to LoRA merge/save/reload behavior." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both mention tensor-shape issues, but FSDP activation checkpointing recompute mismatch is not the same as a mask/index shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training with a 2-D weight error is a different failure mode from collective mismatch on ranks." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory access after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT index error and GPT-OSS tensor-parallel failure do not share the same code path." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the custom trainer compute_loss signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT index error is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig sliding_window_pattern regression is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch under auto mapping and Gemma4 reverse-embedding lookup are different forward-path issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime error are distinct version/runtime problems." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing recompute mismatch is not the same as Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS only-TP failure are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer.compute_loss signature breakage are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP issue is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy being called and a tensor mask/index shape error are not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure is unrelated to outdated RAG documentation." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and Sam3Model text encoder weights not loading are different model/data problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/transformers version incompatibility and USE_DISTRIBUTED=0 breakage are separate compatibility regressions." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated breakages." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they occur on different models and appear to be separate manifestations rather than one concrete duplicate." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3TextConfig sliding-window regression is unrelated to Qwen3 auto device mapping cuda asserts." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The ZeRO-3/BERT index-out-of-bounds pair (43596/43638) is a plausible duplicate, while the other soft-edge rejections are cautious and supported by the issue titles. I don\u2019t see clear evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 2, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:44589|issue:46304", + "issue:45823|issue:46294", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070" + ], + "prepared_review_unit_hash": "5df8b8afa4dadcf766d94d8d54f38f89e8db7d02d186cbf679a1a17f70432e77", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39794, + "estimated_input_tokens": 9949, + "estimated_eval_tokens": 20154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are different bugs or docs regressions. The only clear duplicate-like pair is the v5 AutoTokenizer wrong-token-IDs regression across model families (45812 and 45920).", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must serve as the cluster anchor, 45920 is the broadest representative: it describes the v5 AutoTokenizer token-ID regression across multiple model families and has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "45920 is the strongest global representative because it captures the broadest, most cross-cutting user-visible regression in the set and is more general than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different failures: a missing Float8 storage type versus a broader torch/distributed compatibility break." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both involve model loading/inference, but they are different models and different code paths (Gemma4 device mismatch vs Qwen3.5 video chat template handling)." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they cover different APIs and different stale references; not the same underlying change." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated problems: AMD GPU support for GPT-OSS versus a table-question-answering task crash." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and symptoms; processor failure is not the same as a PLE device-mismatch bug." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization bug and outdated RAG examples do not share the same code path." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same v5 AutoTokenizer regression producing wrong token IDs across multiple model families; they are plausibly one fixable tokenizer-mapping bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention recent-version breakage, but one is remote_code model loading and the other is USE_DISTRIBUTED=0 PyTorch support; different issues." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint versus NemotronH implementation loading failure are different underlying problems." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes _is_hf_initialized incompatibility is unrelated to the PyTorch USE_DISTRIBUTED=0 breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and outdated RAG examples are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window concepts, but one is a missing config attribute with vLLM and the other is a Qwen3-MoE sliding_window issue; not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors with DeepSpeed/BERT context, but the concrete failures differ (mask shape mismatch vs out-of-bounds on size 0)." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper model loading failure and table-question-answering task crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 unit-test loading issue and Ovis2 checkpoint corruption are different model-specific failures." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve incompatibility reports, but one is DeepSpeed zero3/BERT and the other is torch 2.4.1 with transformers 5.8.0; different code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper run failure and pydantic field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming chat/completions API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and symptoms; missing sliding_window_pattern is not a device-map forward mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS histogram Int error are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and corrupted Ovis2 checkpoint are not the same problem." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve runtime/tracing/dtype problems, but the concrete failures and code paths differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compilation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated API breakages." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers compatibility and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is zero-sized tensor access during Gemma3 ZeRO-3 loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model-support requests: PaddleOCR-VL loading versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic field breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related training errors, but they involve different models and different failure modes." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issues are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and GPT-OSS only-TP issue are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "_is_hf_initialized TypeError during init_empty_weights and the pydantic PretrainedConfig regression are different incompatibilities." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and pydantic PretrainedConfig field breakage are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is conservative and well grounded in the packet. The only accepted soft edge, 45812\u219445920, is supported by the titles and the broader v5 AutoTokenizer regression theme. The other pairs are reasonably rejected as different bugs or different code paths, and the cluster-anchor choice of 45920 is defensible because it is the broader cross-model representative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 3, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44292", + "issue:44360", + "issue:44403", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "101ad5c93328545a1bd1aa39d033d4d3c69c8b8ed7affdde3e34cf41f07b4a12", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36897, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of unrelated Transformers issues. The only clear duplicate chain is the non-persistent-buffer regression in v5; most other soft pairs share a broad subsystem or model family but not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical issue fits the whole set well; as the best local anchor, issue 43950 is the clearest representative of the repeated non-persistent-buffer corruption regression and directly absorbs the neighboring duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest issue to keep as the representative duplicate target because it is specific, regression-focused, and has explicit near-duplicates in this cluster (43644 and 44534).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input problems, but one is a dtype mismatch in Mistral-3 preprocessing and the other is a Qwen3.5 video token/feature mismatch; different model families and failure modes." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "One is a broad remote_code breakage report, the other is a specific torch/transformers version incompatibility; not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime errors and code paths: grouped_mm tracing failure vs missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video input regressions, but the titles point to different bugs: a v5.3.0 model-family regression versus a chat-template/video-token mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports under ZeRO-3, but the shapes and loading paths differ; not clearly the same underlying defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the symptoms are not specific enough to prove one bug: degraded embeddings versus nonsensical pipeline outputs." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: config unwrapping for composite Qwen multimodal models versus uninitialized rotary-embedding memory after to_empty." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "One is a backend-selection problem with tensorboard/TensorFlow, the other is a torch/transformers compatibility issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and failures: FSDP weight-dimension error versus Qwen3.5 input-embedding unpacking with TRL SFT." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated multimodal dtype mismatch versus Qwen3.5 embedding unpacking issue." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "A perplexity regression on gpt-oss-20b is unrelated to the generic GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but one is a leaf-dir cache collision and the other is wrong module selection after save_pretrained; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is distinct from the broader tied-weights issue for translation models." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failures are unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache group-type crash on Qwen3.5 is not the same as tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is a different problem from tied weights." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weights." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A ReLU discussion in DSA indexing is unrelated to the removed transformers run command docs issue." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo fix in cache strategies is not the same as stale docs mentioning a removed command." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/runtime issues, but one is a detokenization bug and the other is a Qwen-3-8B-NVFP4 execution failure." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: NVFP4 runtime error versus GraniteMoEHybrid invalid-method loading." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading or initialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "The first is a docs example with model/processor mismatch and quantization failure; the second is a SigLIP2 output-quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x, described with equivalent symptoms." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different problems: autocast dtype mismatch in Phi-tiny-MoE versus RLHF NaN explosion from Qwen3.5 position_ids/SDPA fallback." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to DeepSpeed ZeRO-3 zero-size index loading errors." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility and Float8 storage lookup failure are different quantization-related bugs." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Non-persistent buffer corruption is not the same as Qwen3_5MoeTextRotaryEmbedding uninitialized-memory after to_empty." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and tokenization-version-change reports are different issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Ovis2 checkpoint corruption is not the same as loading noise during transformer initialization." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities and the other is worse embeddings; not enough evidence they are the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is well grounded in the packet and stays conservative. The only clearly supported duplicate chain is the non-persistent-buffer regression around 43644/43950/44534, and the other soft-edge rejections do not overclaim equivalence based on the available titles/bodies." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 4, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:42491|issue:44368", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "b90635dfa6438e8554e6753adad754ce8c8b1935900e6528be293525a2f4300a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36796, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues, with a few clear duplicate subclusters around docs pipeline removals, SigLIP2 implementation drift, the `_is_hf_initialized` loading regression, and Whisper feature extraction.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45020 is the broadest, most representative v5 regression report in this set, covering the common theme of recent loading/remote_code breakage across models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest scope and highest cross-model impact, making it the best anchor for the overall cluster theme of v5 loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: a bad AutoTokenizer error for Voxtral vs a missing `all_tied_weights_keys` attribute in Molmo." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Gemma/Qwen MoE-adjacent models, but the concrete bugs differ: FSDP2 `shared_kv_states` KeyError vs uninitialized `inv_freq` memory." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: Flash Attention position-id handling on Qwen3.5 vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA inefficacy is not the same bug as int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch with the intended/reference behavior, surfaced as degraded text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated models and errors: Voxtral tokenizer messaging vs glm-4v-9b load failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is about noisy loading logs; the other is a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to the Python 3.13 `flash_attn` import/key error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Loading noise is not the same as a concrete tokenizer/model load failure for `cjvt/sleng-bert`." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote code, but one is a specific missing-fields bug in `AutoConfig` and the other is a broader model-loading regression." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Distinct memory/training issues: ineffective gradient checkpointing vs inefficient MoE training memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model-loading failures: Gemma3 ZeRO-3 `IndexError` vs Qwen3 MoE fine-grained FP8 conversion/loading." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram/int support in MoE is unrelated to Gemma4 PLE device placement with `device_map='auto'`." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading and GLM5 are unrelated model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Model import error for Qwen2.5-VL is unrelated to the bitsandbytes `_is_hf_initialized` constructor-arg regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for `est-roberta` and Flash Attention fallback gating are different problems." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure is unrelated to Molmo missing tied-weights metadata." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 PLE device mismatch are different concrete bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` failing with `TOKENIZER_MAPPING_NAMES` is not the same underlying issue as the broader remote-code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is distinct from Gemma4 PLE device mismatch." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A version incompatibility for Qwen3 MoE LoRA is not the same as a tie-word-embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to Flash Attention fallback being blocked by other checks." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different conversion APIs and appear to have different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and Kimi-K2.5 tokenizer codec/warning regression are separate issues." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and Flash Attention fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "`lm_head` tying in Mistral3 is a model-weight issue, not the same as non-persistent buffer corruption in `from_pretrained`." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "These are the same docs regression: lingering references to pipeline tasks removed in v5." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` incompatibility during meta/init-based loading, just from different user-facing entry points." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is a different bug from the bitsandbytes constructor-arg incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the Whisper `_torch_extract_fbank_features()` path failing, with the broad model failure and the specific function-level bug matching." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and gradient averaging under DeepSpeed are different training-time bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays mostly conservative. The canonical/best issue choice of issue:45020 is reasonable as a broad remote_code regression anchor. The accepted soft-edge pairs are also defensible from the titles and issue descriptions, especially the docs pipeline-removal pair, the `_is_hf_initialized` loading regression pair, and the Whisper feature-extraction pair. I did not see any clear overstatement of evidence in the rejected pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 5, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:43854|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:24643|issue:30064", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:43638|issue:44661" + ], + "prepared_review_unit_hash": "2d4c1dec1661a247c9c48811676498e23467b4404c9a41e660f4889f46a852ac", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37483, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of bug reports rather than one tight duplicate cluster. The only strong duplicate-like pair is the Transformers 5.0 custom model initialization regression (43645/43646); the rest are mostly model- or error-specific issues that do not look mergeable.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43646 is the cleaner, broader representative of the custom model initialization regression and best subsumes issue:43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best issue anchor here because it captures the clearest true duplicate pair and is phrased more generally than issue:43645.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: trainer API keyword mismatch vs. tensor/mask shape mismatch; no sign of the same code-path bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is PEFT/LoRA effectiveness and the other is a missing flag on a trust_remote_code model." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "One is a bad AutoTokenizer error message, the other is an actual tokenizer load failure for a different model." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve ZeRO-3 weight loading, but they are different Qwen model families and likely different loader issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated problems: Qwen3.5 RLHF/position_ids vs. flash-attention sinkless-model crash." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different load failures; too broad to treat as the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error strings are similar, but the reports are generic symptom matches without enough evidence of the same root cause." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video regressions, but they affect different model stacks and do not clearly share one concrete fix." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is Voxtral error handling and the other is a specific model load regression." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training runtime error vs. image processor segmentation-map handling." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but for different architectures and different failure modes." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash vs. NemotronH checkpoint loading; no shared concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both mention model support/precision, but one is GGUF gpt-oss support and the other is an autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary embeddings, but the specific bug is different: temporal scaling vs. uninitialized inv_freq after materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 per-layer state rebuild bug is unrelated to the device-mismatch forward failure." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support, the other is a sliding_window issue in Qwen3-MoE; different changes are needed." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch-leak issue and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained is not the same as the Kosmos2.5 long-input index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration regression and MPS histogram int-support error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and missing Float8 storage are different loading/runtime problems." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class and meta-device model loading breakage are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8Config failure is not the same as generic meta-device loading regressions." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 custom model initialization regression; the notebook wording in 43645 is just a usage context." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different symptoms: torch.compile+SDPA vs. Flash Attention position_ids misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding is not the same as unpacking Qwen3.5 input embeddings in TRL SFT." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 config issues are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping bookkeeping bug vs. Gemma4 device mismatch; different subsystem and fix." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Same broad video/modeling area is not enough; the reported errors and models differ materially." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both involve siglip2-base-patch16-224, but one reports zero probabilities and the other nonsensical AutoModel/pipeline outputs; not enough to prove one underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 zero-sized tensor error and tokenizer-mapping helper bug are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly supported duplicate-like pair is 43645/43646, and the other soft edges are reasonably marked false without overclaiming shared root causes. No mergeability overstatement is evident." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 6, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43596|issue:44661", + "issue:44877|issue:45030", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:42491|issue:45276", + "issue:45313|issue:45357", + "issue:43708|issue:44075", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:42491|issue:43931", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:43425|issue:43957", + "issue:43404|issue:43454" + ], + "prepared_review_unit_hash": "9ff6eee356d2ac1722a76a6b966fe3d8404cd161853a21cc2970dd0a16a8bc30", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36975, + "estimated_input_tokens": 9244, + "estimated_eval_tokens": 18744 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model- or feature-specific bugs, not duplicates. The only clear duplicate pair is the Transformers v5 non-persistent buffer corruption regression; the rest share broad subsystems at most, but not the same concrete code-path failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44534 is the cleanest representative of the only confirmed duplicate subcluster: it states the v5 non-persistent-buffer junk regression in a general form, while issue:43644 is the same bug described more specifically.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no single issue that cleanly represents the whole set because the cluster spans many unrelated bugs; issue:44534 is the best representative of the one true duplicate theme and has the broadest, most canonical wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: Deepspeed ZeRO-3/BertModel index error vs tokenizer-mapping failure when adding a model-like entry." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they hit different models and different validation paths; not enough evidence of one underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping insertion bug and mask-shape IndexError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/offload/memory, but one is quantized gpu+cpu offload loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference and the other is a documentation example with model/processor mismatch and quantization errors." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers are filled with junk; the titles describe the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: LoRA model incompatibility on hf4.x/hf5.x vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is auto device mapping cuda assert and the other is FineGrainedFP8Config failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention symptoms." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they are separate model-specific reports with no shared concrete bug shown." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/accelerate compatibility issue vs resize_token_embeddings not propagating to Gemma4 outputs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 problems: ZeRO-3 language_model loading vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math bug and SGD argument handling are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer/model-loading failures for different model families." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is incorrect inference behavior with AutoModel/pipeline." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is notebook behavior for custom models. Different bugs." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer corruption bugs, but different mechanisms and different model families (LlamaTokenizer pre-tokenizer override vs Granite token IDs regression)." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency vs quantization offloading not working are different problems." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but one is training inefficiency and the other is int4 reserved-memory OOM regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures: unit-test load issue for GLM-4.7-Flash vs weight-shape mismatch for Qwen3-VL." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+deepspeed MoE weight conversion bug is unrelated to GLM-4.7-Flash loading." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4 processor missing _tokenizer are unrelated failures." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated: GLM5 vs quantized model save/load regression." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe compatibility issue vs a separate resize_token_embeddings/output_embeddings bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with no shared concrete root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized are different serialization/loading bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a packed-sequence position_ids assertion and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they affect different architectures and different embedding targets; not clearly the same code-path bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device model loading are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve untied lm_head weights, but they are reported on different model classes and do not clearly describe the same concrete defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are appropriately conservative. The only clearly supported duplicate pair is issue:43644 / issue:44534, which share the same v5 non-persistent-buffer regression wording. The other rejected pairs are plausibly distinct based on the titles and available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 7, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315" + ], + "soft_pairs": [ + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:36010|issue:39404", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:45812|issue:46315", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716" + ], + "prepared_review_unit_hash": "bebe1b04a878b46d3e597927c4dfaa096d6f77b89c3183667c57854af1a73b6b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38217, + "estimated_input_tokens": 9555, + "estimated_eval_tokens": 19366 + }, + "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 regression issues. The only clear duplicate family I see is the `resize_token_embeddings` bug affecting model-specific embeddings (`output_embeddings`, `embed_tokens_per_layer`, and `decoder.embed_tokens`).", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45292 is the most generic statement of the duplicate family (`resize_token_embeddings` not updating `output_embeddings`), so it best represents the shared bug across the model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45292 is the broadest and most reusable issue for the resize-token-embedding regression; the others are narrower model-specific variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and failures: CUDA assert in Qwen3 auto device map vs embedding/token leakage in AudioFlamingo3 batched inference." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 doc example errors vs a generic GLM5 issue title with no matching failure mode." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both involve model loading, but the titles point to different models and no clear shared code-path failure is shown." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory/optimization concerns, but one is PEFT gradient checkpointing and the other is an apex RMSNorm memory leak." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/OOM, but the symptoms and likely code paths differ enough that they do not look like the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen multimodal `from_config` unwrapping are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 shared_kv_states FSDP bug and Qwen3_5Moe CPU-offload incompatibility are different failures." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 embedding leakage is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM due reserved memory and Strix Halo mmap OOM are different underlying issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and git-oss MXFP4 fallback to bf16 are different quantization-loading problems." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading regressions and Strix Halo mmap OOM do not look like the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Gemma4 FSDP2 attention state reconstruction." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA training behavior and the other is eval-mode incompatibility." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression; 45276 is the Gemma4-specific manifestation and 45292 is the generic `output_embeddings` report." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`save/from_pretrained` extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict-config loading for granite_speech are different issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 checkpoint save regression are separate save/load problems with different symptoms." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure is unrelated to RLHF NaN explosion from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is about read-only file permissions and the other about loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention crash on `s_aux=None` and Gemma4 FSDP2 KeyError are distinct code-path failures." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regressions and Trainer `resume_from_checkpoint` max_steps miscalculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and `save/from_pretrained` extra_state handling are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` bug family; both report model-specific embeddings not being updated, here `output_embeddings` versus `decoder.embed_tokens`." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer ID regression and slow `convert_tokens_to_ids` performance are different tokenizer issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breaks are not the same failure." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility issue and autocast dtype mismatch are too different to merge as one bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch for one model and inability to load another model are not clearly the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to tokenizer behavior changes across versions." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map forward mismatch are different issues." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility and Gemma4 device mismatch are separate problems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are custom-model loading regressions in Transformers 5.0, but the titles indicate different failure modes and not one concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility issue and Mistral-3 image preprocessor/model dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative on the soft-edge pairs. The only clearly supported duplicate family is the resize_token_embeddings regression centered on issue:45292, and the accepted links to issue:45276 and issue:45335 are well-justified by the titles. No overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 8, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:44488|issue:44987", + "issue:43582|issue:43632", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530" + ], + "prepared_review_unit_hash": "7db6ba6ab36aad951037da6239c779da2983faea122bd37d3ff2f5b6f8ffcb75", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are independent model-/tokenizer-/platform-specific regressions or docs issues, with no true duplicate pair among the provided soft edges. The closest umbrella-style issue is a Transformers v5 model-loading regression, but it is not a duplicate anchor for the rest.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster because it describes a general Transformers v5 model-loading regression; however, the rest of the items are too varied to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to represent the cluster since it is a clear, broad loading-regression report and more umbrella-like than the other narrow, model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: a Qwen3.5 PagedAttentionCache crash vs a template-node compilation TypeError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Unrelated failures; one is a reproduction of an earlier issue, the other is a Qwen3.5 cache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to gpt-oss MXFP4 quantization fallback." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different code paths and symptoms: torch.export + torch_compilable_check vs Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a masking shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenization/pipeline issues with no shared underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline API removals and behaviors." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the TRL SFT embedding-unpacking failure." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to continue_final_message behavior." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical model outputs are not the same bug as ModelOutput key assignment with None." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict is unrelated to gguf_file loading failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a v5 loading break and the other is a weight-shape mismatch; not the same fix." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 init IndexError is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite config unwrapping are separate code paths." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction regression and tokenizer loading failure are different model-specific bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: est-roberta loading vs Mistral regex patching." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization is unrelated to the Qwen VL video regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "sleng-bert loading failure is unrelated to the Mistral tokenizer backend-tokenizer crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload behavior, but they affect different models and different mechanisms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling is unrelated to flex_attention compilation." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two separate model-loading regressions with different models and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError is unrelated to Whisper return_language behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer corruption." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Inconsistent CLIP structure and Sam3Model text-encoder loading are different model-specific regressions." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity results on gpt-oss are unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3 MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to the PagedAttentionCache linear_attention crash." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 9, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:42915|issue:44530", + "issue:44811|issue:45584", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:44987|issue:44991", + "issue:44849|issue:45325", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43404|issue:44466", + "issue:42915|issue:45084", + "issue:43883|issue:44991", + "issue:43994|issue:44610", + "issue:43322|issue:43540", + "issue:43089|issue:45987", + "issue:43377|issue:43819", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:44991|issue:46315", + "issue:42915|issue:44291", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "49a696d3e9103c66670ef10f03449f309ac8023a3b089fab2f3c2660b3a1abc1", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38325, + "estimated_input_tokens": 9582, + "estimated_eval_tokens": 19420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this cluster are unrelated model- or backend-specific issues. The only clear duplicate-style pairs are the GGUF loading regressions and the audio feature-extraction crash pair; the rest are too broad or too different to merge safely.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43644 is the broadest, clearest regression report here: it names the v5 behavior change, states a concrete symptom, and points at a likely shared initialization/code-path problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is a strong standalone triage anchor because it is version-specific, symptom-focused, and describes a reproducible regression rather than a model-specific one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Different subsystems: TrainerState token accounting vs multimodal iterable-dataset failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to template compilation failure." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal dataset loading and mistral_common tokenizer chat-template handling are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "One is missing tensorflow in an extra install, the other is a backend-mapping error for tensorflow_text." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are different code paths." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper tokens, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is junk non-persistent buffers and the other is custom model initialization; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both report GGUF loading failures in transformers v5, with one being the general API path and the other a specific model manifestation of the same loader problem." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These point to the same audio feature-extraction path: the unsupported center arg and the _torch_extract_fbank_features() issue look like one underlying crash." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing tied-weights metadata and inability to load a specific model are not the same issue." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map dequantized offload failure is unrelated to GGUF tokenizer/model loading." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer attribute conflict and custom model initialization regression are different failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure points: model loading vs tokenizer loading." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL RoPE indexing bug are separate model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type contract are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading and mistral_common continue_final_message behavior are different areas." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI encoder padding-mask behavior are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in notebooks and non-persistent-buffer junk are not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and junk non-persistent buffers are different symptoms and code paths." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging noise during loading and a tokenizer regex patch crash are not duplicates." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tying missing in one model class and device-dependent serialization inconsistency are related conceptually but not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 configuration failure and template compilation failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing all_tied_weights_keys and tokenizer loading failure are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are different model/processor problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal loading errors." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and StaticCache seq-length type bug are different concerns." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC STE mismatch are separate numerical correctness bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "General model-load failure for one checkpoint and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Loading a specific model checkpoint and fixing Mistral regex tokenization are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure with torch_compilable_check is unrelated to image processor size mismatch." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load regression and slow convert_tokens_to_ids regression are different tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure and init_empty_weights _is_hf_initialized argument error are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are separate failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet and the two accepted pairings are plausibly the same underlying bugfixes rather than overreaching merges. The rejected pairs are also framed conservatively. One minor note: the canonical-issue rationale for issue:43644 leans a bit on an inferred shared initialization/code-path problem, so keeping that wording tentative would be safest, but it does not rise to a rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 10, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43381", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:44062", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46209", + "issue:46326" + ], + "soft_pairs": [ + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:46209|issue:46326", + "issue:44479|issue:45325", + "issue:43632|issue:44756", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:33666|issue:40444", + "issue:44683|issue:45020", + "issue:43421|issue:44568", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:43525" + ], + "prepared_review_unit_hash": "cb75b7b84044a4abd7f605656ec179d094b2455ffd00bdd682d0780994bab408", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35799, + "estimated_input_tokens": 8950, + "estimated_eval_tokens": 18156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated issues that only share a broad subsystem or version-regression theme. I would only merge the clearly same Qwen3.5 save_pretrained regression, and the closely matching Qwen2.5-VL/Qwen3 video-position regression. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the strongest issue anchor here: it has multiple inbound references, a concrete regression description, and broad impact across Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global tracker candidate because it is the broadest umbrella for recent transformers regressions affecting remote_code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family: both report incorrect checkpoint saving/keys after newer transformers versions." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different failures and model families: T5 tokenizer method conflict vs MobileLLM load key error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer-load errors, but they affect different models and the reported failure modes are not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8-related only at a high level; one is a model/config failure, the other is a Torch storage-type lookup error." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "Completely different code paths: FP8 inference on B200 vs tokenizer continue_final_message behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Likely the same Qwen-VL temporal-position/rope-index regression underlying video and still-image handling in 5.3.0." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated problems: _is_hf_initialized regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different model and symptom: T5 tokenizer load bug vs Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Both mention model configs, but one is a Qwen3-MoE sliding_window issue and the other is Granite Speech strict-config loading." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a missing lm_head tie in Mistral3ForConditionalGeneration and the other is LoRA-merge collapse with extended vocab." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different areas and failures: PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-VL-related, but iterable-dataset multi-image finetuning is not the same bug as rope-index temporal scaling." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading breakage vs non-persistent buffer initialization junk." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the transformer-loading noise issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated model/evaluation problems: perplexity on gpt-oss-20b vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failure surfaces: Whisper runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a tokenizer-loading regression for a specific model." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different v5 regressions affecting separate initialization paths." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states construction." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training topics, but multi-GPU training and iterable-dataset multi-image finetuning are different problems." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different issue than remote_code model loading regressions." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor sync and the other is add_special_tokens not adding BOS/EOS for mdeberta." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different low-level breakages: init_empty_weights/_is_hf_initialized vs Float8 storage lookup." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under transformers v5 and CLIPTokenizer model_max_length are different tokenizer/model issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training bugs: flash_attention_3 degenerate training vs zero-loss classification with num_labels=1." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other produces wrong Granite token IDs; not the same concrete bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id are unrelated compatibility errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45020 is a reasonable broad tracker, 45812 is the strongest anchor by inbound refs and concrete Granite regression, and the rejected pairs are mostly conservative and model/symptom-specific. The two accepted pairs are also plausibly mergeable within the same bugfix family: the Qwen3.5 save_pretrained regressions, and the Qwen-VL temporal/rope-index regression affecting video vs still-image handling. No PRs are present, so the issue-pair focus is appropriate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 11, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46402" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:43818|issue:46402", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43262|issue:43746" + ], + "prepared_review_unit_hash": "6078f8aa508ee727bfbf8c6b526ab0c0002ec7cc83fde162e383d9bd86b78772", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35891, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a noisy bundle of unrelated closed issues (model loading, quantization/offload, backend packaging, and several v5 regressions). The only pair that looks like a true duplicate is the Qwen2.5-VL position-id regression; the rest are similar only at a broad subsystem level.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45325 is the most specific/root-cause report in the only plausible duplicate pair: it names the shared Qwen2.5-VL temporal position-id bug in `get_rope_index` under transformers 5.3.0.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative of the closest duplicate subtopic because it pinpoints a concrete code path and regression version, while most other items are adjacent but distinct bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: dequantized model loading/offload failure vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TF/backend packaging, but one is missing TensorFlow in the torch extra and the other is a tensorboard-only backend error; not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: tokenizer loading error for Voxtral vs an Apple Silicon `caching_allocator_warmup` TypeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific loading bugs: Video-LLaVA temporal attention/weight sharing vs Sam3Model text encoder weights not loaded." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different code paths: `ModelOutput` key assignment vs non-persistent buffer serialization in v5." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Both are multimodal vision issues, but one is Video-LLaVA architecture/weights and the other is Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 regressions around loading/init, but the concrete failures differ: sliding-window handling vs unexpected `_is_hf_initialized` arg." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: Qwen3 device-mapping CUDA assert vs Mistral tokenizer regex patch crashing." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are sequence/batching bugs, but they affect different models and mechanisms: missing padding masks vs sliding-window NaNs." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": true, + "reason": "Likely the same Qwen2.5-VL positional-encoding regression: both describe broken image/video position IDs in the multimodal vision path." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: `torch.export` incompatibility with `torch_compilable_check` vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Related to v5 internals, but one is `_is_hf_initialized`/buffer state and the other is `ModelOutput` key handling." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: FSDP CPU RAM efficient loading vs `ModelOutput` key assignment." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is `base_model_prefix` loading and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Strong duplicate candidate: both point to Qwen2.5-VL temporal/vision position-id handling being wrong in v5.3.0." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Both touch backend/model loading areas, but one is install-time TF backend packaging and the other is vLLM loading PaddleOCR-VL." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different model-loading failures: Whisper runtime failure vs `torch.device('meta')` model-loading regression." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision model issues, but one is SigLIP2 inference quality and the other is Perceiver interpolation failure." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Distinct issues: `_is_hf_initialized` regression vs inference dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different Qwen2.5-VL/Kosmos2.5 bugs: temporal position IDs vs OCR long-input index error." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied LM head weights, but one is a loading/tie failure and the other is inconsistent serialization by device; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Unrelated model-specific failures: Qwen3Moe fine-grained FP8 vs Qwen2.5-GGUF loading under transformers v5." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: checkpoint key mismatch on resume vs Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Related only at a high level of initialization/config strictness; one is `_is_hf_initialized` in `init_empty_weights`, the other is strict config loading for granite_speech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are model/device regressions, but one is Qwen VL video-input behavior and the other is Gemma4 PLE device mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Too broad: quantization offloading behavior vs tokenization changes across transformers versions." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different compatibility issues: PaddleOCR-VL load failure in vLLM vs torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Different bug classes: CPU offload device mismatch for a model vs `torch.export` failures with `torch_compilable_check`." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Related to loading/processor behavior, but one is audio chat-template sampling rate and the other is PEFT adapter checkpoint loading." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted Qwen2.5-VL pairs are reasonably supported by the issue titles/body themes, and the rejected soft edges are mostly cautious distinctions between related but non-identical bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 12, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43881|issue:44488", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44991|issue:46291", + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "032ac03698ecd5919230867907949a0bf0e3b57d83fdbe894be458d1b05b1599", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36856, + "estimated_input_tokens": 9214, + "estimated_eval_tokens": 18684 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated, model-specific bug reports rather than true duplicates. A few pairs share broad themes like offloading, loading, or tokenizer regressions, but the concrete failure modes differ. No PRs are present, so the best anchor is a broad issue in the offloading/quantization area.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43873 is the broadest representative of the small offloading/quantization subtheme and is open with strong discussion/references, making it the best cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most general and reusable issue in the set; it can plausibly subsume nearby device-map/offload complaints better than the narrowly-scoped model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and different symptoms: perplexity regression vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated areas: Bark voice preset processing vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both tokenizer-related, but one is missing BOS/EOS insertion for a specific tokenizer while the other is wrong token IDs across many models; different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation-cache behavior is unrelated to Qwen3 auto device-mapping cuda assertions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=\"auto\", but the concrete failures are different models and different device-mismatch/assertion paths." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention model behavior issues, but CPU offload device mismatch is unrelated to DAC.from_latents / missing STE." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying/generation garbage issue is unrelated to a torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation example/model-processor mismatch is unrelated to fine-tuning failures with multiple images per prompt." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two loading failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window off-by-one is unrelated to tokenizer conversion performance regression." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying / garbage text generation is not the same bug as dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion on accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Config pad_token_idx regression is unrelated to from_config text_config unwrapping for composite multimodal models." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both are offloading-related, but one is dequantized-model loading on gpu+cpu offload and the other is a broad quantization-offloading complaint; not clearly the same concrete defect." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression is unrelated to gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but one is batching/padding-mask correctness and the other is non-default-resolution interpolation failure." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is unrelated to quantized model save/load corruption." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying/generation issue is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id bug is unrelated to tokenizer conversion slowdown." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading failures with different error modes; no shared concrete bug path." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is not the same as non-persistent buffer initialization junk." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to evaluate importing kernels with missing version/revision." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3, but auto device-mapping cuda asserts and flash-attention generation issues are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch saving/serialization, but tied lm_head serialization and visual encoder key saving are different defects." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug is unrelated to Molmo tied-weights attribute error." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Memory/OOM symptoms are too broad here; int4 reserved-memory growth and apex FusedRMSNorm leak are different causes." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure are different subsystems and root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 13, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:44008|issue:45823", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:43404|issue:45357", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:43550|issue:43606", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:43425|issue:46291", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43316|issue:44913", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "f1f50094f188d24758763b8d32d647a5eeaa1844214a20c4c7c91799c0149891", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36201, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bug reports that only share broad subsystem similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the broadest, highest-signal bug report in the set, with active discussion and inbound references, making it a reasonable representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest combination of impact, specificity, and discussion activity among the issues shown, so it is the best single issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: perplexity quality regression vs tokenizer/version-dependent tokenization drift; no shared code-path bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature regression and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both involve Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weight loading; different fixes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatches in model inference." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected trainer keyword argument and Qwen3MoE FP8 failure are different bug classes." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenization drift." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype not propagating and checkpoint resume max_steps calculation are separate trainer/model-loading issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantized offloading behavior and Strix Halo mmap OOM are different underlying problems." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision in forward is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct code paths." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow backend in torch install and kernels import-version requirement are unrelated packaging issues." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral lm_head tying bug and Qwen3.5 save_pretrained key regression affect different models and mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and 3d_parallel.py startup failure are not the same bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different serve-side failures." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo and Perceiver non-default-resolution failure are similar in theme but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/batching crash and image processor resolution mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to tokenization drift across versions." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve loading/quantization, but one is FineGrainedFP8 failure on Qwen3Moe and the other is device_map auto offload for dequantized models; not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are separate save/load issues." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import version/revision requirement are unrelated dependency problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping assert and GPT-OSS tensor-parallel-only issue are separate model-parallelism bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to kernels import failure." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig missing pad_token_idx are different config regressions." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token ID regression are both tokenizer-related but not the same underlying defect." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are distinct config issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER crash and MLukeTokenizer AttributeError are different tokenizer bugs affecting different model families." + } + ] + }, + "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": 21, + "review_unit_index": 14, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43873|issue:45704", + "issue:41720|issue:43746", + "issue:45406|issue:45464", + "issue:44387|issue:45701", + "issue:45357|issue:46402", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44451|issue:44991", + "issue:44625|issue:45479", + "issue:43531|issue:44589", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "fa607b1b10a7e23ba6f7e3b0d34a910e12587426115453d34c8e422a3736fb55", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35379, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all items are unrelated, model-specific bugs or regressions. The only clear duplicate pair is the Qwen2_5_VLProcessor apply_chat_template batched-input crash; the rest should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44514 is the earlier, more canonical report for the exact same Qwen2_5_VLProcessor batched-input crash when padding=False.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue to keep as the representative duplicate target: precise title, earlier filing, and a direct same-bug counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different model paths and failure modes: video input processing vs from_pretrained weight_only loading error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Unrelated bugs: FineGrainedFP8Config failure for Qwen3Moe vs Llava Next loading segfault." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "One is runtime post-processor sync in TokenizersBackend; the other is wrong token IDs for Granite models." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to a Qwen3 auto device-mapping cudaErrorAssert." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different subsystems and symptoms: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General tokenizer inconsistency is not the same as a T5Tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in CLIP loading is distinct from progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering bug is unrelated to SAM3 PCS behavior with text and bounding boxes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation map processing and BarkProcessor voice_preset are different processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are separate accelerate/loading issues." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to kernels v0.15 import-version requirements." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior is not the same as T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are different bugs." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM is not the same as a general version-dependent tokenization change." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys differs from missing text encoder weights on load." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer decode output from mask-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is different from unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to the multimodal token-count video-branch undefined-variable bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update issue is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Cannot load one specific model in v5 is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to the single-label classification zero-loss regression." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same processor, same crash, same condition: batched apply_chat_template with padding=False. These are clear duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate pair in the provided data is issue:44514/issue:44545, which have identical titles, while the rest are plausibly distinct by subsystem and symptom. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 15, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050", + "issue:46294" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:45588|issue:45759", + "issue:44062|issue:44451", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:45704|issue:45859", + "issue:45663|issue:45923", + "issue:41720|issue:45704", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:42915|issue:43746", + "issue:43540|issue:46294", + "issue:45356|issue:45907", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "8294f26ddb9afcdedd7822c8de18423e0ba444e81d029154cc84c1fb37700000", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37073, + "estimated_input_tokens": 9269, + "estimated_eval_tokens": 18794 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs share superficial vocabulary but do not look like the same underlying bug/change. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated tokenizer, vision, training, quantization, and config bugs, so none is a strong duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduplication because the cluster does not center on one defect family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: Perceiver resolution handling vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated problems: PatchTSTMixer post_init policy vs Qwen3.5 num_labels propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: composite config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument bug and the other is a model loading failure." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor updates and DiaConfig save/load token IDs are distinct bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model loading regression vs image processor torchvision dependency; no shared underlying defect." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Trainer failures, but one is SFT embedding unpacking and the other is evaluate-after-train state handling." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve vision models, but one is a doc example/model mismatch and the other is processor output size vs model expectation." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local checkpoint loading is not the same as quantized sinq save/load breakage." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Related offline symptoms, but one is generic cache loading and the other is a specific unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both token-related, but one is runtime special-token post-processing and the other is BigBirdTokenizer mask-token registration." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Apex RMSNorm leak has nothing to do with Qwen3_5Moe rotary embedding offload compatibility." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to T5 RMSNorm memory leak." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and CamemBERT masked-LM predictions are separate model-specific regressions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT and quantization/offloading behavior are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A broken documentation example is not the same bug as quantization offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one crashes on backend_tokenizer access while the other is a codec/regression warning issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero-3/BertModel indexing error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but one is Qwen3OmniMoe processing ValueError and the other is chat-template token/feature mismatch in Qwen3.5-9B." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files revision forwarding." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation handling is unrelated to the GenerationMixin import error." + } + ] + }, + "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": 21, + "review_unit_index": 16, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43295|issue:45834", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:43716|issue:44008", + "issue:43643|issue:44877", + "issue:43388|issue:46032", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:30064|issue:36331", + "issue:43950|issue:45987", + "issue:41720|issue:44991", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "0240b3b582ff06b5fde8afd5b47762ff8e853c79cef0767d0ddae22535baec22", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36826, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are independent bugs/features across unrelated models and APIs, with no true duplicate group. The closest thematic overlap is a few Mistral/tokenizer-related reports, but even those describe different failure modes.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44843 is the best single anchor only because it is a clear, high-impact core API regression in tokenizer loading; however, the cluster overall is not a duplicate set and most items do not belong under one canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44843 has the strongest standalone triage value: it is reproducible, affects offline mode, and sits in a widely used code path (`AutoTokenizer.from_pretrained`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failure modes: accelerate loading of BitNet packed weights vs DAC latent reconstruction/STE mismatch." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration/decoding bug vs BitNet accelerate-loading failure; unrelated code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer-mapping/model-registration bug; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are model/runtime regressions, but one is torch.compile+SDPA on Bamba and the other is dtype mismatch on SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression in one model family vs OCR index error in Kosmos2.5; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal model bugs, but they affect different models and different code paths (video processing vs forward variable collision)." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field regression vs RTDetrV2 output drift in v5; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor argument collision is not the same as a tokenizer-loading compatibility failure for a specific model." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Distinct model families and distinct defects; no plausible single fix would cover both." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs zero-loss classification bug; different logic and symptoms." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer batching/NER crash vs Perceiver positional encoding/interpolation failure; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent mismatch; no common underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs config-field loss in trust_remote_code; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next vs MPS histogram error in MoE; different subsystems and causes." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both touch multimodal inputs, but one is a dtype mismatch and the other is a variable-name collision in forward()." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is strict config rejection; not the same defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering truncation bug vs Mamba2 cache correctness bug; completely different code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model configuration issues, but they involve different architectures and different misconfigurations." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both are in `_patch_mistral_regex`, but they are different bugs: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure vs custom trainer loss signature mismatch; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "One is non-persistent buffer corruption on load; the other is a cache-length return-type regression. Different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "A800 cudaErrorAssert in Qwen3 auto device mapping vs tokenizer loading failure for EMBEDDIA/est-roberta; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but on different models with different symptoms and likely different fixes." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs Jinja/template compilation error; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token/post-processor update bug vs Whisper batch_decode skip_special_tokens handling; different APIs and behavior." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Video-LLaVA temporal-attention/weight-sharing issue; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc example errors vs Kosmos2.5 OCR long-input index error; no shared underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing failure vs Qwen2.5-VL vision_position_ids bug; different model families and defects." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation regression vs Kosmos2.5 long OCR index error; 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": 21, + "review_unit_index": 17, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44186|issue:44442", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43606|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:44561|issue:45020", + "issue:45987|issue:46192", + "issue:43720|issue:45072", + "issue:44610|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827", + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:45372|issue:46326", + "issue:43262|issue:43819", + "issue:34634|issue:36331", + "issue:45003|issue:46285", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "46bf2703470dee32c04820b5f0537e6ed8ebdf77737f36079a8d03b291c3637e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports that happen to share broad tokenizer/model-loading vocabulary. I found one likely duplicate pair around added-token spacing vs slow/fast tokenizer inconsistency; the rest look like distinct bugs in different models, loaders, or subsystems.", + "confidence": 0.71, + "canonical_issue_reason": "issue:29159 is the broadest representative of the only likely duplicate theme here: tokenizer behavior inconsistency, especially around added tokens and spacing differences.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the clearest and most general issue to represent the tokenizer added-token inconsistency thread; it subsumes the narrower spacing symptom in issue:28218.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: NER/batched padding crash vs loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: weight_only load error vs flash-attention generation regression." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related, but one is non-persistent buffer corruption and the other is FSDP CPU RAM efficient loading; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 pipeline error-message issue; the other is a model output correctness bug in AutoModel/pipeline." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions in different models: video input handling vs long OCR input indexing." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated issues: BarkProcessor voice_preset vs GenerationMixin import failure." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/index shape mismatch vs trainer.evaluate() after train." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different problems: dtype propagation in BLIP2 vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "Related to v5 discussion, but one is a RoPE implementation question and the other is stale docs about removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Likely the same tokenizer bug: added-token spacing/slow-fast tokenizer inconsistency around token insertion behavior." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote-code breakage, but they appear to involve different removed APIs and different failure surfaces." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "Different API bugs: StaticCache return type vs return_tensors being ignored with explicit text_kwargs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different inference/loading bugs: packed weights unpacking vs dtype mismatches in bfloat16." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific regressions: OmDet-Turbo processor size mismatch vs dtype mismatch in another subsystem." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scope: CamemBERT MLM regression vs generic tokenization changes across versions." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Same general v5 pipeline-removal area, but one is a runtime message bug and the other is docs drift; not the same underlying bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL bugs: weight_only loading vs still-image temporal position scaling." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading problems, but the causes differ: FSDP CPU RAM efficient loading vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different hardware/backend crashes: Apple Silicon caching allocator vs CUDA AMP loss crash." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Mistral/Gemma processor loading, but the concrete failures and affected objects differ." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated: backend dependency installation vs tokenizer regex patch crash." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "No shared bug: isolated reproduction of an old issue vs FP8 inference failure on B200." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different mistral_common-related breakages: ReasoningEffort import vs continue_final_message handling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different audio/model bugs: chat-template sampling-rate default vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: BarkProcessor voice preset vs Trainer.compute_loss signature change." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different API regressions: unsafe sys.modules access vs CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs in different areas: tokenizer special-token registration vs MXFP4 quantization fallback." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays appropriately conservative. The one accepted pair (issue:28218 / issue:29159) is plausibly the same tokenizer spacing/inconsistency thread, while the rest of the verdicts read as careful title-based separations rather than overclaims. No mergeability concerns apply since there are no PR pairs here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 18, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43742|issue:45020", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:44060|issue:44368", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43650|issue:43906", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:44387|issue:44617", + "issue:43257|issue:43329", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:46421|issue:46424", + "issue:39692|issue:44912", + "issue:42490|issue:43257", + "issue:45459|issue:45803", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43454|issue:43577" + ], + "prepared_review_unit_hash": "8a424f88ce2a273df8f00a65695e6b3070593b934c31a08b528c2b5c28be7fda", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated loading, trainer, processor, quantization, cache, and model-specific bugs. None of the soft pairs look like the same underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse to represent one underlying bug or regression.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative for the cluster; the closest broad items are still model- or path-specific and do not cover the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Both are vision-model bugs, but BEiT label reduction and RTDetr output drift are unrelated failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compiler/template-node errors and CLIPTokenizer max length are different subsystems with no shared bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a specific bad tie mapping and the other is a LoRA warning from ms-swift; not the same fix." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Processor label reduction and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting in the video branch and stale auto_mappings entries are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage loading and PIL backend torchvision requirements are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a placeholder title; the other is an isolated reproduction of a different bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve from_pretrained loading, but gguf_file handling and a tokenizer-loading regression are different code paths." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Trainer/deepspeed index errors after init and evaluate-after-train behavior are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and MXFP4 quantization fallback on git-oss are unrelated model-specific bugs." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper batch_decode special-token handling are different components." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch and DiaConfig token-ID persistence are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both touch custom model compatibility, but GenerationMixin import failure and Jupyter initialization breakage are different regressions." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOMs, but one is an int4 reserved-memory regression and the other is a model-specific Sam3Video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3-MoE loading/conversion and multimodal video token counting are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight loading and OmDet processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7 and flash-attention generation issues for Qwen3.5 are different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero-probabilities and OmDet processor sizing are unrelated model bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and compute_loss signature incompatibility are different API breakages." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision dependency handling have no shared underlying defect." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but lazy initialization causing recompilation and max_cache_length semantics are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors and quantization fallback loading are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash path warnings and Qwen3-MoE weight conversion failures are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but protobuf decode fallback and Fuyu tensor conversion are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode skipping special tokens are unrelated processor behaviors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3-MoE conversion/loading and GPT-oss CUDA OOM are different model/runtime problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying and Blip2 dtype propagation are unrelated 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": 21, + "review_unit_index": 19, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:29159|issue:34567", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:44568|issue:45356", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:43452|issue:43582", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:44062|issue:44991", + "issue:28282|issue:34689", + "issue:43540|issue:44479", + "issue:45137|issue:45405", + "issue:43540|issue:44560", + "issue:43742|issue:44291", + "issue:24643|issue:29159", + "issue:44987|issue:45907" + ], + "prepared_review_unit_hash": "e59c4b1aba85db10714c14d14755ceadc761b91673a17ce2b49dc65eac4f274e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically related around Transformers regressions, but the soft-paired issues mostly describe distinct bugs, models, or code paths rather than true duplicates. I would not merge any of the proposed soft edges; the set is too heterogeneous for duplicate collapsing.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set: it is an open, cross-version tokenization regression with multiple inbound references, and it best matches the general theme of version-dependent behavior changes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to anchor the cluster because it is the most general and widely referenced regression report, even though the overall set is not a tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different APIs and failure modes: missing fields from AutoConfig with trust_remote_code versus not unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but one is an undefined-variable bug in _get_num_multimodal_tokens while the other is a broader v5.3.0 regression across several Qwen video models." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "The first is a multimodal token-counting helper bug; the second is an incorrect batched video processor output shape. Different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counters and perplexity on GPT-OSS are unrelated problems." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention offload/device issues, but they affect different models and code paths: suno/bark-small CPU offload versus Qwen3_5MoeTextRotaryEmbedding.forward." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer parity between slow/fast implementations is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/loading regressions, but FSDP CPU RAM-efficient loading and Strix Halo mmap OOM are different failures and fixes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "One is Qwen3 MoE loading with accelerate+deepspeed conversion issues; the other is a Qwen3-VL weight-shape mismatch during model load." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Special-token insertion for mdeberta-v3 is a tokenizer behavior bug, while Kimi-K2.5 is a codec/regex regression with a warning issue." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and a key error loading MobileLLM-125M are different loading/configuration bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "These are unrelated: Qwen3Moe FP8 loading versus AutoImageProcessor URL loading." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length default." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load losing custom token IDs is a config persistence bug, not the MXFP4 quantization fallback problem." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "A Qwen3Moe FP8 loading issue does not match a tokenizer max-length bug." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading failures and Apple Silicon allocator warmup TypeError are different subsystems and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 versus Qwen3.5 save_pretrained key corruption are separate regressions." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior is a model forward-pass issue, not the tokenizer version-regression reported in issue:45701." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but add_special_tokens behavior and LlamaTokenizer overriding tokenizer.json's pre-tokenizer are distinct bugs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are not the same problem." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping is a device-placement/runtime issue, while the other is a video-input ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and a missing Qwen2_5_VLForConditionalGeneration import are unrelated packaging/import issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model loading with device_map=auto is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are video regressions in the Qwen family, but one is a broad multi-model v5.3.0 regression and the other is a specific qwen2.5-vl vision_position_ids bug; not clearly the same underlying defect." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading failure for EMBEDDIA/est-roberta are different tokenizer bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "A missing PyTorch import and a specific Llama 3.2 90B Vision loading regression are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video input failures, but the concrete failures differ: Qwen3OmniMoe raises ValueError, while the other is a broader regression across several Qwen video models." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "FSDP CPU_RAM_EFFICIENT_LOADING and a bumped MIN_PEFT_VERSION are unrelated; one is a runtime bug, the other is a dependency-version problem." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Key error loading MobileLLM-125M is unrelated to the init_empty_weights unexpected-argument regression." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and slow/fast tokenizer inconsistency do not share a code path." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure for a specific repo is unrelated to list_repo_files not forwarding revision." + } + ] + }, + "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": 21, + "review_unit_index": 20, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399" + ], + "soft_pairs": [ + "issue:28282|issue:29127", + "issue:43577|issue:45072", + "issue:42915|issue:43749", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:43257|issue:43756", + "issue:34567|issue:36331", + "issue:44737|issue:45588", + "issue:43582|issue:43782", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43404|issue:45987", + "issue:27957|issue:28282", + "issue:44792|issue:44964", + "issue:44913|issue:46121", + "issue:43906|issue:45381", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45357|issue:45920", + "issue:45405|issue:45600", + "issue:43643|issue:45375" + ], + "prepared_review_unit_hash": "7c6e4ce5b7789b821e85e3a4013f7369675acf955d4bed5ff3da5febb2c068be", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36187, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous, with no strong PR material and only one plausible duplicate issue pair. For the issue anchor, 43749 is a solid representative, but not a clear dominant triage winner over 44488; the signal is split across several unrelated reports.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43749 is a reasonable representative for the FSDP/loading subcluster, but the packet does not support calling it the single highest-signal issue; discussion activity is higher on issue:44488, so 43749 should be treated as one strong candidate rather than the clear top.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44488 is the strongest overall standalone issue candidate by discussion activity and still has some inbound signal, making it a slightly better global representative than 43749 for the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Different problems: missing PyTorch import vs. LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and failure modes; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems and symptoms: FineGrainedFP8Config vs. FSDP CPU RAM efficient loading." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency complaint vs. a specific model-loading failure; not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 probability output issue vs. Perceiver interpolation/resolution behavior; different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying symptom class: incorrect/nonsensical outputs from the HF implementation." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument vs. AutoImageProcessor URL loading failure; different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen-family bugs with unrelated mechanics: weight conversion/loading vs. RoPE layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and CustomTrainer signature mismatch are separate trainer issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug vs. flash_attention crash on sink-less models; unrelated paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs. Qwen3VL weight_only load error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image label reduction bug vs. sequence-classification zero-loss degeneracy; different issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both tokenizer-related, but the concrete crashes and affected paths differ." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral lm_head tying bug vs. StaticCache return-type contract issue; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Unrelated: Flash Attention 2 support for XLM-Roberta vs. missing PyTorch import error." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading/test failures, but for different multimodal models and different failure modes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Related to RoPE/config handling, but one is reload defaulting and the other is JSON-list validation; not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failure modes; the reproduction issue is not the same as the Qwen2.5-VL position-id bug." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor backend dependency issue vs. Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both Qwen-related, but the underlying code paths differ: RoPE layer handling vs. rotary-kernel registration." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen, but one is RoPE-layer count and the other is video temporal position IDs." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error vs. missing Float8 storage object; different loading failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: gguf_file breaks multiple from_pretrained entrypoints, while the other is a specific checkpoint load problem." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs. AutoImageProcessor URL loading failure; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Incorrect visual encoder keys on save vs. wrong token IDs from AutoTokenizer; different regressions." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Dependency version bump vs. auto_mappings CI breakage; not the same issue." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields with trust_remote_code vs. missing deepstack_visual_indexes under strict config handling; different serialization problems." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but the canonical issue claim overstates the evidence. `issue:43749` is a reasonable anchor, yet the packet does not support saying it has the \"highest triage signal\" or the \"most discussion and inbound references\": `issue:44488` has more discussion activity, and the evidence is not strong enough to rank `43749` as the clear top across those dimensions. Reframe it as one of the stronger candidates rather than the single highest. The accepted SigLIP2 duplicate edge is plausible, but the issue-anchor overclaim is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 21, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:30064|issue:33666", + "issue:43452|issue:44843", + "issue:28282|issue:32090", + "issue:43819|issue:44811", + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:28282|issue:33357", + "issue:44936|issue:45823", + "issue:45372|issue:46170", + "issue:43906|issue:46202", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43295|issue:45356", + "issue:38175|issue:43295", + "issue:44484|issue:44704", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44464|issue:44743" + ], + "prepared_review_unit_hash": "106c8d68eea7af31c6e4a0c05c37e2356006734bc0c8b9260af232275e6e3bd4", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36661, + "estimated_input_tokens": 9166, + "estimated_eval_tokens": 18588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs/regressions across loading, tokenizers, processors, training, and serialization. I found no safe duplicate merges; the only close theme is tied-weights/v5, but even that is not clearly the same concrete bug.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45005 is the broadest and most representative report here, centered on tied-weights regressions in v5, so it is the closest umbrella issue for this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best single anchor for the cluster because it captures the most reusable high-level theme (tied weights in v5) without overfitting to one narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different bugs and code paths: BitNet packed-weight loading in accelerate vs Perceiver image classification with interpolate_pos_encoding." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading for granite_speech; not the same defect." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-validation messaging are unrelated failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are v5 regressions, but one is RTDetrV2 output drift and the other is Qwen3.5 save_pretrained checkpoint corruption; different paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate-after-train behavior are distinct bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are not the same underlying issue." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is a batched processor chat-template crash and the other is a video position-id bug; different failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Close topic overlap around tied weights, but 44466 is a specific lm_head serialization inconsistency while 45005 is a broader translation-model tied-weights report; not clearly one bug." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file loading breakage and an offline model_info() call in the mistral regex patch are different from different code paths." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "A missing-PyTorch import error and a NoneType broadcast error in Trainer are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC from_latents/STE mismatch and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models and FSDP CPU RAM efficient loading are different bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failures and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Generic AutoModel import error and MacOS bus error on a CLIP community model do not share the same root cause." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "trainer.evaluate lifecycle failure and Gemma4 PLE device mismatch are distinct issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed dependency errors are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as the Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird mask-token special-token registration and MLukeTokenizer task handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizer/processor behavior, but one is processor.tokenizer access/images passthrough and the other is Kimi-K2.5 codec handling plus warning text; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and processor.tokenizer regression 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:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend/import problems, but tensorboard-without-TensorFlow and tensorflow_text backend registration are distinct failure modes." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed weight-shape training error and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mdeberta-v3 add_special_tokens BOS/EOS behavior are different tokenizer issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation and RTDetrV2 output changes are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward and recurrent state reset in modular_qwen3_5 are different code paths and symptoms." + } + ] + }, + "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": 21, + "review_unit_index": 22, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46365", + "issue:46402" + ], + "soft_pairs": [ + "issue:44843|issue:44991", + "issue:43531|issue:43742", + "issue:44514|issue:45290", + "issue:43646|issue:43749", + "issue:43653|issue:43927", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:45491|issue:46002", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43577|issue:44554", + "issue:43504|issue:43720", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:43742|issue:44821", + "issue:43504|issue:43550", + "issue:43577|issue:45588", + "issue:43504|issue:44610", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:44554|issue:46365", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:45823|issue:46050" + ], + "prepared_review_unit_hash": "b32b8d0b19a7b18c6de47fe0977574e2c079fee81a6e8cb231f297f01ab75944", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated issue reports that only share a broad subsystem (tokenization, chat templates, loading, MoE, etc.). I found no soft-edge pair that is clearly the same underlying bug/change, so no merges are justified from the provided evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45701 is the broadest representative in the set and has the strongest cross-reference signal, but this is only a weak fit because the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best single issue to represent the cluster by breadth and inbound references, though the underlying reports are too diverse for a clean canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading/patching, but one is an offline Mistral regex issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: Qwen3-MoE sliding_window behavior vs a key error while loading MobileLLM-125M." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "These are unrelated regressions: custom model initialization under v5.0 vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; similar area, different defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Completely different problems: MoE loss normalization vs a T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and failures: Smollm3 RoPE-layer handling vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "One is a Gemma3 sliding-window NaN bug; the other is NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a torch.compile/SDPA failure for Bamba-9B-v2; the other is a config/token-ID persistence bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different issue types: MoE loss normalization vs a general tokenization-change report." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated failures: Bamba torch.compile+SDPA vs an MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError vs TrainerState.num_input_tokens_seen not updating; unrelated Trainer bugs." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto device-mapping cudaErrorAssert is unrelated to compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Both are inference regressions, but one is Qwen3.5 flash-attention behavior and the other is FP8 inference on B200." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Different layers and devices: dtype propagation in Blip2 vs an MPS attention correctness issue." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-time issues, but one is Beit legacy-field handling and the other is BitNet packed-weight unpacking." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is unrelated to a GenerationMixin import error." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load behavior, but one is tied-weight serialization and the other is sinq quantization persistence." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Different loader paths: MobileLLM key error vs AutoImageProcessor failing to load from URL." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field loading bug vs torch.compile/SDPA failure are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: dtype not applied to Blip2 components vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated preprocessing/model-metadata bugs: Beit legacy field vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading failure vs custom token-ID persistence; different models and causes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to processor.tokenizer/image-passing regression." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness bug vs Trainer import failure tied to datasets; no shared underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "General model/tokenizer loading with gguf_file is not the same as a specific ScandiBERT loading regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to custom token-ID loss on config save/load." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map auto forward mismatch in Gemma4 PLE is unrelated to sinq quantized save/load breakage." + } + ] + }, + "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": 21, + "review_unit_index": 23, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46002", + "issue:46192", + "issue:46209", + "issue:46424" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:39692|issue:43493", + "issue:44964|issue:45405", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:43257|issue:43299", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43278|issue:43701", + "issue:43572|issue:44291" + ], + "prepared_review_unit_hash": "6ee2d9e2d74b37ec63a15f3ac454f62d10552a5dfa1ad1e5422c53a07e7d8ec4", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37079, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of Transformers issue reports across tokenization, config loading, multimodal models, and training/runtime regressions. I don\u2019t see any soft pair that is clearly the same underlying bug/change, so no duplicates are accepted.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45812 is the closest thing to a canonical representative: it describes a broad, user-visible tokenizer regression that affects an entire model family, which is more central than the many narrow model-specific failures in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest triage candidate overall because it is concrete, reproducible, and has the widest apparent blast radius among the listed reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: Qwen2-VL multi-GPU training vs a CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 inference mismatch vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state behavior vs FP8 inference on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-config-attribute regressions, but for different model families and different fields; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different code paths: dtype drift in evaluation vs auxiliary-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Unrelated: packed-weight loading in BitNet vs a tokenizer AttributeError in MLukeTokenizer." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different subsystems: SigLIP2 implementation discrepancy vs pipeline translation-task messaging." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and root causes: num_labels propagation vs NaNs in classification heads." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "No overlap beyond being issues in the library; tokenizer spacing and Mac bus error are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is doc-example mistakes and the other is an implementation discrepancy; not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure vs a dependency version bump issue; unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 bugs: hidden states vs incorrect visual encoder keys on save." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer regressions, but different models and different behaviors (special token insertion vs wrong token IDs)." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Unrelated: SigLIP2 discrepancy vs gradient growth under DeepSpeed ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors are not the same as the processor.tokenizer regression." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Different failures: model loading for cjvt/sleng-bert vs offline model_info lookup in tokenizer patching." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different issues: missing mm_token_type_ids defaulting vs GPU OOM in Gemma4 inference." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model bugs: video input processing vs flash-attention generation behavior." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different problem domains: evaluation dtype change vs DeepSpeed gradient instability." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and tied-weight serialization are separate failure modes." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency is not the same as cache max length being ignored except for quantized cache." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "No shared underlying bug: Mac bus error on CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-attribute theme, but different models, fields, and load paths." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Unrelated low-level errors: float8 storage lookup vs flash_attn import on Python 3.13." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev; not mergeable as one fix." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Different root causes: missing pad_token_id on Qwen3-VL text config vs not unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a class and float8 storage resolution are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different issues: DiaConfig save/load token IDs vs MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field load failure and CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different bugs: eval dtype regression vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related regressions, but the missing pad_token_idx problem is separate from the unexpected _is_hf_initialized argument 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": 21, + "review_unit_index": 24, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43504", + "issue:43540", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46285", + "issue:46369" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43504|issue:43653", + "issue:44493|issue:46285", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:43065|issue:46369", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:45406|issue:46121", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "b90bc5648f01c4763c9d2abd47ec7c923b5146031c3476af13ae6da29ae32053", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34947, + "estimated_input_tokens": 8737, + "estimated_eval_tokens": 17730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated bugs across tokenization, serving, multimodal models, quantization, and CI. None of the soft pairs look like the same underlying issue/change, so no duplicate merges are justified.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is a multi-GPU OOM and the other is a device-mapping forward mismatch; different failures and fixes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Completely different problems: tensor-parallel OOM versus an unreleased PEFT version requirement." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a dependency/version bump are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and bug types: legacy field loading for Beit versus BigBird tokenizer special-token registration." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model structure/configuration regressions, but the concrete problems are different and not the same code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both touch device behavior, but one is a real CPU offload mismatch and the other is a stale GraniteSpeech CI test." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 nonsensical outputs and unexpected position-id keys are different model/config regressions." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading interaction is not the same bug as broken save/load round-tripping for sinq." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash and quantized save/load corruption are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same as a memory overflow in sam3-litetext." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but they occur in different request paths with different root causes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 CI failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warnings have nothing to do with GPT-oss CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth and Phi-4 multimodal load failure are different bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token counting." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is unrelated to a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 serve processor missing _tokenizer and rope-params list handling are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation and Python 3.13 flash_attn import mapping are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version guard for AuxRequest import are different concerns." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and Siglip2 zero probabilities do not share a code path." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing error and Gemma4 mm_token_type_ids defaulting are separate multimodal bugs." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; different underlying 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": 21, + "review_unit_index": 25, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44186", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44186|issue:46192", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:45381|issue:46209", + "issue:43295|issue:44610", + "issue:43295|issue:43873", + "issue:43572|issue:44987", + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:43950|issue:46285", + "issue:44898|issue:45412", + "issue:43450|issue:43575", + "issue:45200|issue:45325", + "issue:43334|issue:43525", + "issue:42490|issue:43493", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:43278|issue:43856" + ], + "prepared_review_unit_hash": "d11ef8187a582e3f4a86a5beba35e86c12993d339d276b0d8547616f638650a7", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: it spans many unrelated bugs across tokenization, model loading, generation, multimodal processors, and config regressions. I rejected all soft edges because none clearly describe the same underlying fix or code path.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue is appropriate; the items are thematically broad but not the same bug, so there is no coherent duplicate target.", + "canonical_pr_reason": "No PRs are present in this set.", + "best_issue_reason": "No global best issue stands out as a representative duplicate source because the issues are unrelated and would not collapse into one fix.", + "best_pr_reason": "No PRs are present in this set.", + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both are import/loading failures, but they involve different symbols and different code paths (flash attention helper vs model loading on meta device)." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Both involve tokenizer/input handling, but one is a crash in LayoutLMv2 NER batching while the other is return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3.5 output_hidden_states are different generation/model bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to return_tensors being ignored in processor kwargs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer/image passthrough regression and batched video shape handling are different multimodal processor issues." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Wrong Qwen2.5-VL vision position IDs and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom model processor regression and OmDet-Turbo resolution mismatch are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a loading failure for physical-intelligence/fast do not share the same fix path." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to the processor kwargs/return_tensors regression." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi tokenizer codec handling are unrelated bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both are model/config loading issues, but one is a missing config attribute and the other is a meta-device loading regression." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import guard failures in different backends; not the same underlying issue." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they refer to different missing names and different subsystems/models." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and gradient explosion with DeepSpeed ZeRO-3 are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and CLIPTextModel structure inconsistency are different regression classes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver positional interpolation failure and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM on Qwen2 are not the same code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both concern multimodal inputs, but one is missing mm_token_type_ids defaults and the other is incorrect vision_position_ids scaling." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Missing pad_token_id on different model configs is similar symptomatically but not the same concrete bug or fix." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Path-trailing-slash import warning and SigLIP2 discrepancy are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure and Qwen2.5-VL import error are different issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing model import and incorrect detokenization are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "gather_for_metrics label truncation and BeitImageProcessorFast reduce_labels behavior are both label-related but not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus image-generation test and a stale warning about num_return_sequences are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in one model and a broader SigLIP2 implementation discrepancy are not clearly the same fix." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 26, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43262", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45290|issue:46326", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:44610|issue:44857", + "issue:45759|issue:46285", + "issue:43827|issue:43901", + "issue:44514|issue:44521", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44206|issue:45584", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:43611|issue:46402", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43550|issue:44112" + ], + "prepared_review_unit_hash": "c917a97ad879a5a39a7b2d783bb2f73a6b8885f97068c777b94f7ceea54b3620", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the pairings share only superficial vocabulary (flash attention, processor/template, model loading, or regression language) but describe different code paths and symptoms. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both mention CUDA/FP8-style inference failures, but one is a Qwen3 auto device-mapping assert on A800 and the other is FP8 inference on B200; different hardware, failure mode, and likely code paths." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI-related token/special-token problems, but one is a tokenizer decode issue from a missing registered mask token and the other is a stale device override test failure in GraniteSpeech." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "One is a BeitImageProcessorFast bug in reduce_labels, the other is return_tensors being ignored when text_kwargs is passed; unrelated processor behaviors." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenization/saving, but one is AutoTokenizer failing to load FastSpeech2ConformerTokenizer and the other is Wav2Vec2 save_pretrained/tokenization failure; different models and mechanisms." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "One concerns audio processor chat-template sampling-rate defaults; the other is batched video processor output shape. Same general processor area, but not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template edge cases, but one crashes on assistant tool-call messages with no content and the other is a continue_final_message bug for mistral_common tokenizers; different inputs and logic." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is a model output issue; RT-DETR memory not released is a lifecycle/memory management issue. No shared underlying defect." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/runtime dependency issues on specific platforms, but one is a Python 3.13 flash_attn import KeyError and the other is Windows/ROCm torch.distributed dependency breakage." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor input-size mismatch and LwDetrImageLoss AMP crash are unrelated: preprocessing/configuration vs numeric instability in loss computation." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "One is about AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; the other is CLIP text-model structural inconsistency. Both touch model wrappers, but not the same code path." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs issues around pipeline behavior, but one is v5 removal of pipeline references in summarization/translation docs and the other is outdated return_all_scores mention in text-classification docs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template on multimodal/batched inputs, but one crashes with padding=False on batched Qwen2_5_VLProcessor input and the other returns all-zero assistant masks; different failure surfaces." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "One is trust_remote_code breakage from removing is_torch_fx_available; the other is a missing is_falcon_mamba_ssm_available symbol. Both are import-utils regressions, but not the same missing API." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch vs forward pass is a model-method consistency bug; GraniteSpeech stale device override is a CI test issue. No common underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor unsupported center arg and Whisper empty transcription after align_special_tokens are both preprocessing/generation issues, but they affect different components and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent conversion mismatch and qwen3_omni_moe feature-length helper behavior are unrelated internal logic bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is a numeric/precision failure; D-FINE missing auxiliary losses when denoising is off is a training-loss configuration bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformersConfig creating a sparse layer at zero sparse layers and Bamba torch.compile SDPA failure are both model-architecture issues, but not the same code path or defect." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a specific flash-attention helper import error; the other is a broad Torch 2.10 incompatibility report. Too general and not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and qwen3_omni_moe feature-length helper behavior are unrelated; one is device placement, the other is shape/length calculation." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "base_model_prefix loading regression and Sam3Model text encoder weights not loading are both model-loading issues, but they concern different mechanisms and models." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are unrelated training/runtime failures with no shared code path." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are a model behavior regression; qwen3_5 recurrent states resetting in cached seq_len>1 is a different state-management bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and BigBirdTokenizer special-token registration are unrelated; one is config construction, the other tokenizer metadata." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting issue and flash_attention sink-less models crashing on s_aux=None are different multimodal/attention bugs with different APIs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merging with extended vocabulary and the 2^24 category limit are unrelated model-editing vs categorical-encoding constraints." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in torch.jit.script parsing and qwen3_omni_moe feature-length helper behavior are unrelated; syntax/parsing vs helper logic." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is a missing flash-attention helper symbol and the other is missing HybridCache. Different APIs and likely fixes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override test failure are unrelated; one is runtime compilation, the other CI test staleness." + } + ] + }, + "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": 21, + "review_unit_index": 27, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:43526", + "issue:45290|issue:45381", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:45459|issue:46234", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:45920|issue:46192", + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "5ee6ab5296588e352b1fe604e58425f350779808819675e0030e5dccea71f968", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37332, + "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 collection of unrelated issue reports across different models and subsystems. The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained failure report (issue 45310 and 45478); the rest are only superficially similar and do not look mergeable as the same bug.", + "confidence": 0.94, + "canonical_issue_reason": "issue 45310 is the best canonical issue for the one true duplicate pair: it is the earlier, clearer report of the Qwen3.5 MoE from_pretrained failure and is matched by issue 45478 with the same title and underlying symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45310 is the strongest representative issue in this set because it has a direct duplicate and a focused, concrete failure mode; the other issues are distinct bugs or feature regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different failures: DAC from_latents/STE mismatch vs model loading warnings about unexpected position_id keys." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Unrelated model/config bugs: sparse-layer creation in SwitchTransformers vs BEiT legacy field loading." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths and symptoms: LASR feature extractor center arg crash vs Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-task error message issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-validation error and Trainer _gpu_broadcast_one NoneType error are distinct bugs." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch Qwen-related attention/rotary code, but one is a flash_attention.py s_aux=None crash and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors are not the same underlying bug as BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal chat/template bugs: tool-call content handling vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same bug reported twice with the same title and symptom: transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Both involve model internals, but sparse-layer config creation is unrelated to _get_feat_extract_output_lengths behavior." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/example problems are unrelated to unexpected position_id key warnings." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode than a stale GraniteSpeech device-override CI test." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v4/v5 regressions, but Pegasus output drift and Deepseek tokenizer corruption are different concrete bugs." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI device-override issues are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation bug and D-FINE auxiliary-loss omission are different subsystems and fixes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 vision is not the same as embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to float16 AMP crashes in LwDetrImageLoss." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash import warning and GLM-4.7-Flash test loading failure are distinct issues." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 do not match the unexpected position_id key regression." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype-related failures in different models/code paths; not the same concrete bug." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs in AutoTokenizer for many models is not the same as silently ignoring return_tensors when text_kwargs is passed." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output divergence and Qwen3.5 flash-attention generation failure are different model-specific regressions." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and Qwen3_omni_moe feature-length helper behavior are not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are distinct failures." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and MacOS bus error in CLIP loading are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba-9B-v2 is unrelated to the Qwen3_omni_moe helper-function bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and conservative in the soft-edge calls. The duplicate pair 45310/45478 is well supported by the matching title and symptom, and the remaining pairs are appropriately treated as non-mergeable distinct bugs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 28, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43653", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:44857|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:43278|issue:43381", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:44448|issue:44466", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:45198|issue:45803", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:33357|issue:39692", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "34c80fdb7a626b22defe42dcde4273e3e8adaf45669e9f917eeb3e03588a0f2f", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers bugs; none of the soft pairs look like the same concrete underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.38, + "canonical_issue_reason": "Issue 45698 is the strongest anchor here: it is open, has substantial discussion/inbound attention, and describes a broadly useful save/load regression in `from_pretrained`/`save_pretrained` that is representative of a common bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best single triage candidate in this mixed set because it is active, well-scoped, and actionable, with clear user impact and enough context to drive follow-up work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorator/parser-related failures, but they affect different code paths and models (`DebertaV2Model` import vs Qwen3.5 rotary kernel registration); not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to a Qwen2 tensor-parallel OOM; different symptoms and failure modes." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel raising an issue and a `torch.jit.script` GeneratorExp export problem are distinct model/export failures." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token-ID persistence and the other is custom-module resolution after save; different underlying bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking trust-remote-code models is unrelated to Deepseek tokenizer output changes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but the first is an import error for a missing flash-attention helper while the second is a model-specific load failure with no evidence they share the same code path." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval and a multimodal token-counting NameError are unrelated defects." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Llama 3.2 vision model loading are different model/regression issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in `LwDetrImageLoss` and flash-attention sink-less model crash are separate runtime failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are both memory-related but not the same concrete bug or fix." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Auto device-mapping cuda assert and Gemma4 multi-GPU OOM are distinct inference failures." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-time dtype change and gradient-checkpointing-in-eval-mode are different configuration bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings from sliding-window attention are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation regression and a stale warning in paged generate are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash-attention `s_aux=None` crash affect different layers and code paths." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both touch Gemma/attention internals, but one is a flash-attention crash and the other is a device-mismatch in PLE forward; not mergeable as one fix." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different-output regression for Pegasus and inconsistent `lm_head.weight` serialization are separate v5 regressions." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export failures and flash-attention sink handling are unrelated bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma4, but one is processor-loading import failure and the other is `transformers serve` missing `_tokenizer`; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3MoE parity divergence are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output shape change and Trainer `_gpu_broadcast_one` type error are unrelated." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu's bare `except:` swallowing errors are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and a stale warning in paged generate are not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast type error and Adafactor+DeepSpeed OOM are distinct training failures." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash path import warning and quantization offloading behavior are too different to be duplicates." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are unrelated tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure do not share the same underlying defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation errors are different problems; one is runtime, the other docs/example correctness." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported `center` argument in `LasrFeatureExtractor` and Qwen video-input regression are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 29, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44625", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:29127|issue:34567", + "issue:43065|issue:45412", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:43278|issue:43575", + "issue:29942|issue:30064", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:42915|issue:43931", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "eda2268056f6b6a1f8975ed01f1e7588bbadd6c8e55c680fb383f3efadc50298", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37515, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly heterogeneous and do not form a duplicate cluster. They span tokenizer, model-loading, quantization, vision, training-state, and memory-regression topics with no shared underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster is a grab-bag of unrelated bugs with no shared root cause or common fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for deduping; none subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems: LayoutLMv3 error-message clarity vs TrainerState token-count tracking." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d placeholder vs RT-DETR memory not being released." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-parameter JSON list TypeError." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 EOS config mismatch vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized-model saving failure." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue vs SigLIP2 produces nonsensical outputs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking due to missing protobuf vs leftover dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval vs Qwen2-57B TP loading OOM." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation-map processing failure." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR garbage-collection leak vs Sam3-litetext memory overflow." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Missing ReasoningEffort import for Gemma 4 processor vs protobuf-hidden tokenizer errors." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference corruption vs RT-DETR memory leak." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export incompatibility with torch_compilable_check vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration bug vs FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "TokenizerBackend post-processor update bug vs Gemma3 NaN embeddings on mixed-length batches." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta FlashAttention2 support request vs failing FA2 tests; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity vs CLIP MacOS bus error." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error vs generic dependency issue." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 wrong outputs vs Sam3-litetext memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs LayoutLMv2Tokenizer NER/padding crash." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unclear LayoutLMv3 error message vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B TP OOM vs checkpoint key mismatch." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer failing FastSpeech2ConformerTokenizer vs bfloat16 dtype mismatches." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning vs gradient-checkpointing eval-mode limitation." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2-57B TP OOM vs increased reserved memory under int4 quantization." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU-offload incompatibility." + } + ] + }, + "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": 21, + "review_unit_index": 30, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:27957|issue:33290", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:44062|issue:45907", + "issue:33290|issue:34567", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:43761|issue:44079", + "issue:34689|issue:43611", + "issue:42175|issue:46234", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:44077|issue:44479", + "issue:43931|issue:45216" + ], + "prepared_review_unit_hash": "7cbf9ab5e4c729d27b506114811c13673f22e7f93aa4af925217f09d1a9bc383", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36286, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated issues; none of the soft pairs look like the same underlying bug or change, and there are no PRs to consider.", + "confidence": 0.98, + "canonical_issue_reason": "If a single representative is needed, issue 33290 is the most connected item in the set, but it is not a true duplicate hub because the surrounding issues cover unrelated bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 33290 is the least-bad cluster representative by soft-link degree, but its Deepspeed/Adafactor OOM report does not match the other issues closely enough to serve as a real canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Different code paths: rope validation TypeError vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading error is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is not the same bug as Gemma3 NaNs from sliding-window padding." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to the unsupported center-arg crash in the feature extractor." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and LayoutLMv3 box error messaging are different issues." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in caching is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF loading for tokenizer/model APIs is a different problem from the flash_attention s_aux=None crash." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta flash-attention support and Adafactor/DeepSpeed OOM are not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model init breakage in v5 is broader and distinct from patchtsmixer's post_init policy issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM during Adafactor training is unrelated to Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Training OOM does not match the token-embedding reinitialization bug after resize." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM with DeepSpeed/Adafactor is not the same as TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different failure modes." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading a tokenizer and Perceiver non-default-resolution inference are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading in v5 and degenerate single-label classification loss are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning has no relation to recurrent-state reset in generation." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and missing Llama4Config pad_token_id are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states output regression is distinct from ModelOutput key assignment behavior." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading regression is different from the base_model_prefix loading issue." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging extra omission is unrelated to the missing import_utils helper." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to FastSpeech2Conformer tokenizer loading." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping tuple labels." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 video-input regression do not share the same code-path problem." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load is different from an incorrect checkpoint saved by save_pretrained." + } + ] + }, + "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": 21, + "review_unit_index": 31, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43493", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44617", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44442|issue:45803", + "issue:42907|issue:45698", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496", + "issue:43650|issue:46202", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:42617|issue:43575", + "issue:45632|issue:46424", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:16998|issue:22355", + "issue:43316|issue:43716", + "issue:43295|issue:44871", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "94365233add8bb15a1e3fe227f12ca46866ac5b4f588eab88a8e0d383f346d84", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34687, + "estimated_input_tokens": 8672, + "estimated_eval_tokens": 17600 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of semantically similar but mostly unrelated Transformers issues. The soft pairs share broad themes (loading, caching, configs, multimodal regressions), but none describe the same concrete bug or change, so no duplicates should be collapsed.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the items span many different bugs/regressions across distinct code paths, so there is no safe duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong representative issue: the cluster is too heterogeneous for one issue to stand in for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model load failure for a specific repo is different from the backend-mapping error for tensorflow_text." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading/cache behavior is a different bug from Gemma eos_token_id inconsistency." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu's broad exception handling in convert_to_tensors()." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models is not the same as loading the wrong custom module after save_pretrained()." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked-generation output inconsistency is different from cache lazy-init causing recompilation." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a different failure mode from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config APIs, but Gemma3TextConfig discrepancy and Qwen text_config unwrapping are distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is not the same as an unrecognized custom model config." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder/data issue is unrelated to Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is different from an incorrect pipeline support error message." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k nesting behavior in pipeline has nothing to do with missing PyTorch installation." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a different bug from checkpoint key handling." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution problems are not the same as Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length being honored only for quantized cache." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B is unrelated to a MobileLLM config/key loading error." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta FlashAttention support is unrelated to Trainer's NoneType GPU broadcast error." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length confusion for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to a dtype mismatch between image preprocessor and model." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer regression is different from the Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + } + ] + }, + "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": 21, + "review_unit_index": 32, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:41950", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:44610|issue:46369", + "issue:44162|issue:44792", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43572|issue:46178", + "issue:43673|issue:44743", + "issue:44617|issue:45584", + "issue:43504|issue:45698", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43761|issue:44242", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "a69223c7fefbfc80bebface4901243b4c9b6e3c6ba2f23a63bd64ce705898f08", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly distinct Transformers regressions across different model families and code paths. None of the soft-paired issues look like true duplicates; they share only broad themes like loading, generation, or cache handling.", + "confidence": 0.89, + "canonical_issue_reason": "`issue:45698` is the strongest representative: it is open, broadly impacts custom model serialization/loading after `save_pretrained`/`from_pretrained`, and has the highest discussion activity among the open candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45698` is the best global issue to anchor this cluster because it describes a high-impact, reusable failure mode affecting custom modules across many models rather than a narrow model-specific regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are video-related, but they affect different model stacks and different failure modes: Qwen3OmniMoe video processing vs Qwen2.5-VL batched chat template padding behavior." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is a Gemma3TextConfig API mismatch and the other is a Granite Speech loading/strict-config issue; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: OmDet-Turbo input-size mismatch vs Sam3 LiteText memory overflow." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Unrelated model areas and failures; ESM2 workflow breakage is not the same as a Janus image-generation test failure." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation edge cases, but Gemma-3 EOS config inconsistency and Whisper empty-transcription failure are distinct code paths and model families." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is about optional `post_init` in patchtsmixer, the other about non-persistent buffer initialization in v5; no shared underlying bug." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare `except` in Fuyu tensor conversion is unrelated to Trainer import failure involving `datasets`." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are separate problems, not one fixable code-path." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A tensor conversion exception bug is unrelated to Windows/ROCm import errors from `torch.distributed` dependency handling." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 EOS token config mismatch and sinq quantized model save/load corruption are different serialization/generation bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM 3 Video missing output attribute." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading issues, but gguf filename handling and missing `model_type` in config.json are different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 initialization breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: CLIPVision hidden_states handling vs Qwen video input regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 text-only mm_token_type_ids defaults." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is a last-batch label truncation bug, the other is auxiliary-loss normalization; same training area but different defects." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm pad token config regression is unrelated to a missing backend entry for `tensorflow_text`." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state behavior, but one is missing cache in chunked prefill and the other is recurrent-state reset in modular Qwen3.5; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both are load/save related, but Beit legacy-field preset loading and wrong custom-module restoration are distinct issues." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both involve `transformers serve`, but KV-cache continuation indexing and Gemma4Processor missing `_tokenizer` are different crash causes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection is unrelated to the missing `is_falcon_mamba_ssm_available` import utility symbol." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both concern chunked prefill/cache initialization, but one reports missing cache in generation and the other reports spurious recompilation; not clearly the same underlying defect." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 missing `pad_token_id` and Qwen3-MoE sliding-window behavior are different config/runtime problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position-id regression and Sam3 LiteText memory overflow are different model-specific issues." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden-state regression is unrelated to auxiliary-loss gating on `output_router_logits`." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same as Whisper failing on empty transcription after special-token alignment." + } + ] + }, + "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": 21, + "review_unit_index": 33, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43116", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369" + ], + "soft_pairs": [ + "issue:44792|issue:45600", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:41720|issue:45245", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:45127|issue:45357", + "issue:25251|issue:27957", + "issue:44462|issue:45907", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190" + ], + "prepared_review_unit_hash": "ea773e17c7a2abfff7529e0b9d88761cd5e8a226c87d41f6be9b74cb06b08dad", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35175, + "estimated_input_tokens": 8794, + "estimated_eval_tokens": 17844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and only contains two true duplicate pairs: the non-persistent-buffer junk regression (43644 \u2194 44534) and the Qwen video-input regression (44479 \u2194 45381). All other soft edges are distinct issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue for the whole set: the cluster is heterogeneous. The only clear duplicate anchors are 43644\u219444534 and 44479\u219445381.", + "canonical_pr_reason": null, + "best_issue_reason": "No single global best issue exists for this cluster. If forced to pick a representative for one sub-bug, 44479 is the broadest accepted duplicate pair, but it only covers the Qwen video-regression slice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: Janus image-generation test regression vs. Sam3LiteText CI break from stale auto_mappings entries." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but they describe different bugs: non-persistent-buffer junk vs. GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated loading problems: local dataset loading in an example script vs. loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3 issues: weight-shape mismatch on model load vs. an incorrect tied-weights warning." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different subsystems and symptoms: embedding reinitialization in post_init vs. trailing-slash local-model import warning." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Python 3.13 torch.jit parsing error vs. flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup about removed pipeline() references is not the same bug as incorrect SigLIP pipeline outputs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different bugs: Qwen video-input regression vs. transformers serve KV-cache continuation tensor indexing crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failures: Qwen3 auto device mapping cuda assert vs. category-count limit error." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure in Sam3 variants, but the affected models and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: dummy Conv2d in Sam3PixelDecoder vs. processor/model input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: inconsistent chunked generation under compiled forward vs. a stale num_return_sequences warning." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/Qwen-related, but assistant mask generation and video vision_position_ids are different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: missing image_utils import vs. Qwen3.5-35B crashing with transformers chat." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "43744 is about junk-filled non-persistent buffers; 44913 is about rotary_pct resetting on config reload." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different platform/version issues: Python 3.9+ compatibility claim vs. Python 3.13 IndentationError from torch.jit.script." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config handling, but one is patchtsmixer post_init policy and the other is granite_speech strict-config loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different areas entirely: Bamba torch.compile + SDPA failure vs. example script loading a local dataset." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different model-management bugs: LoRA merge with extended vocab collapse vs. save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Different feature areas: pipeline top_k nesting behavior vs. XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repository I/O bugs: AutoTokenizer ignoring tokenizer.json vs. list_repo_files not forwarding revision." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different video/chat serving failures: Qwen3OmniMoe video processing ValueError vs. serve KV-cache indexing crash." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures in different places: stale GraniteSpeech device override test vs. removed Sam3LiteText config references." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/cache issues: trust_remote_code cache path collision vs. missing is_falcon_mamba_ssm_available helper." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation at zero layers vs. local dataset loading failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different runtime problems: XLNet device placement bug vs. Fuyu bare-except error handling bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script failures, but they affect different scripts and failure mechanisms; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 filling non-persistent buffers with junk; 44534 is a reworded duplicate of 43644." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen video-input regression in transformers 5.3.0; 45381 is a narrower symptom report of the bug described in 44479." + } + ] + }, + "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": 21, + "review_unit_index": 34, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:45632|issue:46421", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:43404|issue:45216", + "issue:43650|issue:44220", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44186|issue:44734", + "issue:43479|issue:45375", + "issue:44683|issue:45446", + "issue:43643|issue:44496", + "issue:43673|issue:46424", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "19978f91ce5d2b22f1807588ededf3b0e3103d7a7793cc1379a1b67f222bcce5", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35530, + "estimated_input_tokens": 8883, + "estimated_eval_tokens": 18022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect superficially similar but distinct regressions across model loading, config handling, embeddings, cache behavior, and pipelines. I found no true duplicate pair to merge, and there are no PRs in the cluster.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44964 is the clearest representative user-facing model-loading regression in the set, though the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "It is concrete, reproducible, and broadly relevant to current multimodal model loading, making it the best single issue representative here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: token embedding resize propagation in Gemma4 vs Whisper empty-transcription generation failure after token alignment." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: processor/tokenizer API breakage vs resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated symptoms: Python 3.14 import/load failure vs TensorBoard-only install causing missing TF backend handling." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different code paths: LlamaConfig head_dim validation vs rope-parameter list handling in convert_rope_params_to_dict." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols and model families; not the same underlying bug." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Local trust-remote-code cache path collision is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to Whisper empty transcription generation behavior." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Different dependency issues: missing TensorFlow in torch install extras vs a general transformers dependency complaint." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: Mistral3 lm_head tying/save-pretrained issue vs Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "These are unrelated; the titles/body hints do not point to the same audio feature extraction bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness from sys.modules access is a different problem than unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no evidence of one shared fix." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline selecting image processors is unrelated to a notebook syntax error." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Different failure modes: LayoutLMv2 tokenizer padding/NER crash vs serve KV-cache continuation tensor indexing bug." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config initialization bug vs silent field drop by @strict in a separate config class." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Different flex_attention issues: compiled flex_attention on torch>=2.9 vs incorrect version check for AuxRequest import." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is unrelated to unrecognized model/config lacking model_type." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked prefill cache-missing regression is different from max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and removed Sam3LiteText auto_mappings references are different model/config breakages." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model loading failures, but for different models and different root causes; no shared code-path evidence." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device override test flake in GraniteSpeech is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to token embedding resize reinitialization." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping in mask generation is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window issue in Qwen3-MoE does not match removed-config CI breakage." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version support complaint is unrelated to a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated TextClassificationPipeline docs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different architectures and failures: processor/tokenizer regression vs t5gemma decoder embedding resize propagation." + } + ] + }, + "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": 21, + "review_unit_index": 35, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46209", + "issue:46234", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:28282|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:45372|issue:46234", + "issue:43901|issue:44496", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:43381|issue:45593", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:46082|issue:46399", + "issue:43650|issue:46209", + "issue:43577|issue:45216", + "issue:45103|issue:45372", + "issue:44242|issue:45200", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:43299|issue:45357", + "issue:41950|issue:45020", + "issue:44779|issue:45812", + "issue:39692|issue:43901" + ], + "prepared_review_unit_hash": "bc4f59310fb52d22d401a7b6c42f879a91a72c45706414568a7e12eb8a426188", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues rather than a duplicate set. The items share only a broad theme of model/version regressions, but the underlying bugs span loading, tokenization, caching, docs, quantization, and model-specific failures. No soft-edge pair looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the cluster well; issue 45020 is the broadest umbrella, but it is still too generic and does not represent the other distinct bugs as true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the closest thing to a representative issue because it is the broadest regression report, but it is still not a good canonical duplicate target for this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral/FlashAttention, but one is about saving dequantized models and the other is an inference crash; different code paths and fixes." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Completely different problems: missing PyTorch import vs embedding reinitialization during resize." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is an unrecognized-model/config issue, the other is a PIL/torchvision dependency regression in image processors." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but the failures are model-/path-specific and not the same underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and tokenizer argument error are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing-import regressions affecting different subsystems and models." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs model config/import failure; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is model loading and the other is save_pretrained/checkpoint serialization." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache issue vs ANSI formatting in loading_report; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing Janus image-generation test and a cache-length setting bug are not the same issue." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors in different modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support bug vs generic dependency issue; not the same defect." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config loading issues, but one is missing model_type and the other is incorrect text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug and Whisper empty-transcription generation bug are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD argument handling vs tie_word_embeddings warning; different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration are different bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data issue vs FP8 inference failure; no relation." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different models and behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring annotation crash and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and mm_token_type_ids defaulting are different training-time bugs." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated model failures." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue and a specific MIN_PEFT_VERSION bump are not the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they affect different model families and different APIs." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is loading failure and the other is incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup bug is unrelated to remote_code model breakages." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions on different model families; not a single fix." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc/example errors and TextClassificationPipeline docs mismatch are unrelated documentation 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": 21, + "review_unit_index": 36, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45823", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43450|issue:44279", + "issue:43650|issue:46132", + "issue:44466|issue:45276", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44361|issue:45593", + "issue:44261|issue:44263", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43723|issue:44162", + "issue:43901|issue:43994" + ], + "prepared_review_unit_hash": "72c57b9b0d0999b4695adeede64c850dfe8d7ab859e223f1b3e92a000f064c6a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35623, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, multimodal models, deepspeed, docs, CI, and config handling. The soft pairs are mostly broad thematic matches from v5 regressions, not the same concrete underlying issue, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "44351 is a specific missing HybridCache import; 45278 is a broad post-upgrade import-error report. Related area, but not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal/video behavior, but one is assistant mask generation and the other is Qwen2.5-VL rope index scaling. Different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification processor lookup and Gemma4 device-mismatch on forward are unrelated problems." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "One is default multimodal config initialization; the other is a missing pad_token_id attribute on Llama4Config. Not the same failure mode." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch flex_attention compilation failure and tensorboard/TensorFlow backend error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version incompatibility and a bumped PEFT dependency version are different issues." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer.json precedence vs. a Mistral regex patch crash are both tokenizer-related, but they are distinct bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-pretrained tokenizer_class mismatch and AutoTokenizer ignoring tokenizer.json are separate serialization/loading problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading regressions, but they affect different models and different loading paths." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Incorrect batched video-processor shape and a dependency issue are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "A vague data request is not the same as an AttentionInterface.register behavior change." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not updating Gemma4 embeddings are different model-state bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility do not share a code path." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and OCR index errors in Kosmos2.5 are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized-model loading with device_map=auto are adjacent topics but not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor.save_pretrained files and Gemma4 zero3 from_pretrained are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save/pretrained file issues and a Chinese performance regression are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed auto-mapping configs breaking CI and leftover dummy classes failing repo checks are separate maintenance issues." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor under DeepSpeed and optimizer.step being called twice are both DeepSpeed-related, but not the same underlying bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and torch.split return values in GlmMoeDsaIndexer are different issues." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are both v5-related but affect different components and fixes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch have no common bug surface." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated model/tokenizer problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores and nonsensical SigLIP2 outputs are not the same defect." + } + ] + }, + "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": 21, + "review_unit_index": 37, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44683", + "issue:44734", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:43673|issue:43761", + "issue:43262|issue:44521", + "issue:44297|issue:45397", + "issue:43824|issue:43976", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:43526|issue:45003", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44734|issue:46424" + ], + "prepared_review_unit_hash": "a60f010e3ace6e511d50b3b4aacedffe47f0f2d2f0de95d72a56fc8171b2bc6e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers bug reports around imports, model loading, cache behavior, attention kernels, and docs; there is no strong duplicate core. The closest anchor is the Qwen3VL MoE regression report, but the soft pairs mostly describe distinct failures and should not be merged.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43299 is the best anchor because it is a concrete, high-signal v5 regression report with a specific model family and failure mode, and it sits near the largest concentration of model-loading-related issues in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43299 is the strongest standalone issue here: it is clearly described, reproducible in a specific version, and actionable without being as narrow as the one-off import/config/doc complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: missing TensorFlow backend from an install extra vs a Python version compatibility regression." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention kernels, but they affect different models and different code paths (FlashAttention vs compiled flex_attention)." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Unrelated regressions: chunked prefill cache handling vs CLIP vision hidden state forwarding." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "A Qwen2.5-VL import/export issue is not the same as a Python version support regression." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sporadic slow imports." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific loading failures: missing pad_token_id on Llama4Config vs GLM-4V-9B load failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing config attribute on a specific model; the other is a generic trust_remote_code config field omission." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type resolution and Qwen3.5 chat crashes are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration is unrelated to TensorFlow backend detection." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python version incompatibility are different failure classes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration errors are different subsystems." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A xdist file race in testing utils is unrelated to a stale generate warning." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is not the same as model auto-detection failing for missing model_type." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape leakage and a wrong docstring are unrelated documentation/utilities issues." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access bug for position_ids is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "These are both about auxiliary losses, but they affect different models and different training branches." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE models, but one is a LoRA compatibility issue and the other is a base-model loading regression; not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is distinct from a Qwen3.5 chat crash." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and fbank feature extraction are separate audio/video pipeline bugs." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI output leakage is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different packages and different missing symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: Qwen2.5-VLImageProcessor vs HybridCache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a testing-file race have no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing in serve is different from max_cache_length being ignored outside quantized cache." + } + ] + }, + "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": 21, + "review_unit_index": 38, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:44779|issue:45292", + "issue:44336|issue:46424", + "issue:44242|issue:44857", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:46291|issue:46399", + "issue:36246|issue:43596", + "issue:43901|issue:45003", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:45412|issue:46123", + "issue:44561|issue:46399", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45397|issue:45656", + "issue:45137|issue:45600", + "issue:44479|issue:46170", + "issue:43475|issue:43540" + ], + "prepared_review_unit_hash": "b60dc616637b443cc4824c75e95e8cc55208dfd7d58c4554269ab08bb4d51a83", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be the same underlying bug or change. The set spans unrelated model-specific regressions, config issues, docs bugs, and infrastructure problems, so all candidate merges should be rejected.", + "confidence": 0.87, + "canonical_issue_reason": "issue:46399 is the most actionable and specific report in the set: it has a clear crash mode, a narrow code path (`use_kernels=True` / `apply_rotary_pos_emb` registration), and strong discussion activity, making it a good representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46399 is the strongest standalone issue here because it is concrete, reproducible, currently active, and likely to get an immediate code fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Different failures: DeepSeek tokenization regression vs embedding resize propagation bug." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Unrelated subsystems: ANSI output formatting vs cache-length configuration handling." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model/training bugs: MoE load-balancing loss vs RT-DETR AMP crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access error and post-upgrade performance slowdown are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 Video attribute error and SAM3 LiteText memory overflow are distinct issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related but on different code paths: CPU offload vs kernel registration crash." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Import-time dependency/version issue is unrelated to the `apply_rotary_pos_emb` registration crash." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Completely different areas: missing image processor export vs ZeRO-3/BertModel indexing failure." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline option is unrelated to unsafe `sys.modules` access." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling in generation during chunked prefill is unrelated to removal of `is_torch_fx_available`." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type defaults affect different models and mechanisms." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config loading error is unrelated to `sys.modules` access in `modeling_utils`." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion and empty-deque ZeRO-3 crash are different DeepSpeed problems." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to slow `import transformers` behavior." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-embedding bug and tokenizer-version differences are not the same issue." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory cleanup and mask pipeline batching are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Trust-remote-code breakage from a removed helper is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict validation and `from_config` text-config unwrapping are different composite-config bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and failure modes: Granite config strictness vs Qwen3.5 MoE vision config fields." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram kernel limitation and missing chat template are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading a model on v5.1.0 and protobuf error masking are separate import/tokenizer issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization is unrelated to `resize_token_embeddings` not updating decoder embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Second-forward MoE cache bug and Gemma 4 token-type default bug are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO-3 loading and double optimizer stepping are different DeepSpeed concerns." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Empty-deque ZeRO-3 crash is unrelated to stale auto-mappings references breaking CI." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows/ROCm distributed import failure are unrelated." + }, + { + "left": "issue:45250", + "right": "issue:43352", + "accept": false, + "reason": "Same broad feature area, but one is a generic Flash Attention 2 topic and the other is a model-specific unsupported-path error; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen/SAM video, but the concrete failures are different: missing attribute vs video-input value error." + } + ] + }, + "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": 21, + "review_unit_index": 39, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45229", + "issue:45230", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421" + ], + "soft_pairs": [ + "issue:43653|issue:44162", + "issue:44483|issue:46202", + "issue:44060|issue:44077", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:45584|issue:46170", + "issue:44188|issue:46421", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43646|issue:44162", + "issue:43701|issue:44749", + "issue:43232|issue:43673", + "issue:44871|issue:46132", + "issue:45230|issue:45397", + "issue:42994|issue:43482", + "issue:44038|issue:44623", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:28282|issue:30990" + ], + "prepared_review_unit_hash": "56199e0943d23896c14187971d87dc70b86d641cd6484c9ec7cef5148a28beae", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated tokenizer, generation, loading, config, and performance issues. I don't see a true duplicate pair or a single clear canonical item to anchor the cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs ESM2 model breakage; different components and failure modes." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat completions API rejection vs Gemma pipeline roundtrip failure; unrelated behavior." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning bug vs patchtsmixer post_init policy change; not the same underlying problem." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache load issue vs multi-GPU CUDA OOM; completely different symptoms." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on second forward vs flash-attention crash on s_aux=None; different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tie-word-embeddings warning vs flash-attention generation bug; not a duplicate." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs model-type mismatch warning; same family, but different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Embedding-tie warning vs stale num_return_sequences warning; different warnings and fixes." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention divergence vs Gemma pipeline roundtrip issue; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows ROCm torch.distributed import failure; different areas." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; distinct configuration/runtime issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs embedding-tying warning; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription generation failure vs Windows ROCm import/type error; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Compile-time branching divergence vs cache lazy-init recompilation; both mention compile/cache, but not the same concrete defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs processor.save_pretrained missing files; both serialization-related, but different artifacts and failures." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder placeholder layer vs MaskGenerationPipeline partial-batch handling; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs data-filtering slowdown regression; different problem class." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files vs deepspeed optimizer step called twice; unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs double optimizer-step bug; no shared root cause." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement char vs Kimi tokenizer codec regression; different underlying bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage vs ESM2 broken; different model-loading failures." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch vs throughput regression; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs sync_gpus bug vs missing cache during chunked_prefill; both generation-related, but not the same path." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency vs AttentionInterface.register behavior change; different issues." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report placeholder vs gemma-4 zero3 from_pretrained error; no evidence they are the same issue." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; opposite directions and different bugs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 regression vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing fpn_position_embeddings on SAM3 vision output vs trust_remote_code config field loss; both mention missing fields, but different objects and causes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 vision encoder output attribute error vs Qwen2.5-VL video position-id bug; different models and paths." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error vs Sentence Transformers hanging on load; 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": 1, + "component_count": 21, + "review_unit_index": 40, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:43784|issue:46399", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:42673|issue:43704", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:44945|issue:45753", + "issue:42994|issue:43824", + "issue:46077|issue:46123", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:42175|issue:44933", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:43278|issue:45137", + "issue:43976|issue:44933" + ], + "prepared_review_unit_hash": "d4b9adbcdad78462ce3347b11c53ad9e971cb6b0fb46beeaa7c789346ab89123", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The strongest likely duplicate signal is the Qwen3ForCausalLM VRAM leak pair (42673/43704), which shares the same title and symptom. Separately, 45375/45478 also have identical titles and should be treated as a likely duplicate pair, but the packet still doesn\u2019t justify collapsing the whole cluster into one issue.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must anchor the cluster, 42673 is the best representative because it has the clearest likely duplicate counterpart (43704) and the most concrete bug description. Even so, the surrounding issues are too mixed to treat the cluster as one unified duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the strongest issue anchor in this packet because the 42673/43704 pair is the most compelling likely duplicate match. It should be used as the representative issue, not as proof that the entire cluster is a single duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import failures, but they involve different missing symbols and different code paths, so they do not look like the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings behavior and InternVL2 meta-initialization compatibility are unrelated problems." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The titles are identical, but this pair is not in the soft-edge list and the packet does not provide enough extra evidence here to merge them as the same underlying bug." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but the failure modes differ: tokenizer state/_tokenizer missing versus pipeline roundtrip/tokenization behavior." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and a missing config attribute are different defects." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but they target different mechanisms and distinct failures." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 rotary-kernel registration are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5/Moe, but one is a generic from_pretrained error and the other is a specific config-field omission; not enough to call them the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patching and auto_docstring annotation handling are clearly different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "These look like the same Qwen3ForCausalLM VRAM leak report: identical title, same symptom, and no contrary evidence in the packet. This is a likely duplicate pair." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and a DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and likely different regressions." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and attention-kernel divergence under torch.compile are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both touch FP8/Moe/Qwen3.5 broadly, but one is save_pretrained behavior and the other is a from_pretrained load error." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output issues and a Qwen3_5 image infinite-loop bug are different problems." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving failure and a missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and MaskGenerationPipeline batching are different defects." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen/Moe-related, but they affect different models and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different symbols and likely different export regressions." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg logic and a janus model test failure are not the same issue." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained issue." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging backend omission and leftover dummy-class cleanup are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction and an xdist race condition are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading failure and an xdist race are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging backend omission and an image_utils import error are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and MoE load-balancing loss handling are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors: cleanup spaces versus special-token insertion." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift and a ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and an image_utils import error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall cluster-level conclusion is reasonable, but the wording overstates the evidence: the packet only shows a same-title, high-similarity pair for 42673/43704, not a confirmed duplicate. Please soften claims like \"confirmed duplicate pair\" / \"exact duplicate\" to \"likely duplicate\" unless there is explicit linkage in the packet. Also note that at least one other pair (45375/45478) has identical titles and should be acknowledged carefully if you want the summary to be maximally precise." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 41, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43122", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46431" + ], + "soft_pairs": [ + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:42222|issue:45200", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:44016|issue:46231", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44075|issue:46231", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:46209|issue:46431", + "issue:30333|issue:36331", + "issue:43479|issue:43644", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209" + ], + "prepared_review_unit_hash": "b27881a7b81e4fbe25f2c45da7873d2558e0eddb4ef98be2d22ada902d502572", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38213, + "estimated_input_tokens": 9554, + "estimated_eval_tokens": 19364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bugs, with only a loose tokenizer/regression theme among a few v5 issues. None of the soft-edge pairs look like the same underlying bug/change, so they should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43122 is the closest broad representative of the tokenizer-regression subgroup, but the cluster overall is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the most representative issue for the shared v5 tokenization regression theme, even though it does not cover the unrelated items in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and token-embedding reinit are different bugs in different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and Qwen3.5 MoE from_pretrained failure are distinct serialization/loading problems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Failed-MLflow reporting and deepspeed Adafactor OOM are unrelated training issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage and Gemma 4 mm_token_type_ids defaults affect different model families and mechanisms." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init and Whisper timestamp decode crash are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token-id generation; not the same fix." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting for multimodal inputs and ModelOutput key assignment are separate code paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Missing nn import in sentence-transformers and missing Qwen2_5_VL export are different import errors." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS behavior are related to tokenization but are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "These are both tokenizer regressions, but they describe different model-specific output issues and different underlying causes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve and auto_docstring annotation handling are unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "v5 clean-up-tokenization behavior changes and Kimi-K2.5 codec/warning regressions are different bugs." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "GLM46V image-patch method missing and InternVL2 meta-init incompatibility are different multimodal model issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer read error and double optimizer-step behavior under deepspeed are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD args and a docs parameter-name typo are not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer clean-up regression and Pegasus v4/v5 output difference are distinct behavior changes." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and missing _tp_plan in Qwen3.5 MoE are different model-internal bugs." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_config class mismatch are separate serialization problems." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import and leftover dummy classes are unrelated repository hygiene bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata saving and deepspeed optimizer stepping are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow failure reporting and Llama 3.2 Vision loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model saving and the other is processor file export; not the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy and missing processor save files are unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8/B200 inference failure and missing chat-template processor support are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit error and attention-registration behavior change are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version regression and FP8 inference on B200 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": 21, + "review_unit_index": 42, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:45071|issue:46082", + "issue:44206|issue:45103", + "issue:45381|issue:46305", + "issue:43232|issue:46424", + "issue:44190|issue:46082", + "issue:44222|issue:44484", + "issue:44734|issue:46421", + "issue:44295|issue:44623", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43479|issue:44913" + ], + "prepared_review_unit_hash": "945bcf993fa8127c1d875a7b4dbf88347a163f4b2d09de044c2f8202b205fef3", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35549, + "estimated_input_tokens": 8888, + "estimated_eval_tokens": 18032 + }, + "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/model-specific bugs. The soft links are largely superficial API-area similarity rather than the same underlying defect, so I would not merge any of the candidate pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43723 is the broadest, most generic user-facing regression in the set (tokenizer loading in v5) and is the closest thing here to an umbrella issue, though the cluster is too heterogeneous for a strong canonical match.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best available anchor because it is a clear, high-level loading regression and more general than the more model-specific reports, but it still does not represent the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different subsystems and failure modes: SAM 3 vision encoder attribute access vs Moonshine streaming mask off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation behavior; not the same code-path problem." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config validation, but one is type checking and the other is Llama head_dim divisibility; different bugs." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument incompatibility vs auto-docstring crash under future annotations; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different models and logic: Qwen2.5-VL vision_position_ids vs Moonshine streaming window masking." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache/generation related, but one is sync_gpus model kwargs handling and the other is cache length config behavior; not mergeable as one fix." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Quantized save_pretrained bug vs max_shard_size question; same method name, different underlying issue." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is KV continuation tensor indexing and the other is lazy init causing recompilation; different bugs." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer torch.split behavior vs remote-code checkpoint/meta-init incompatibility; not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs/cache handling vs Kosmos2.5 OCR long-input index error; different paths." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring text issue vs GLM-5 RoPE implementation bug; not the same change." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure vs eos_token_id config mismatch; related area but different concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-load failures in v5, but on different models with no evidence of the same root cause." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency complaint vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection vs Gemma4Processor missing _tokenizer; different serving failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but one is torch.split return values and the other is missing ReLU; distinct bugs." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization/save/load, but dequantized Ministrals/Devstrals saving is not the same as sinq save/load breakage." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero probabilities in SigLIP2; unrelated symptoms and code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch Qwen/InternVL multimodal save/load regressions, but one is meta-init compatibility and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization vs Moonshine streaming mask off-by-one; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Training degradation with flash_attention_3 vs NaNs after checkout/init; similar symptoms only, not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon precision issue vs remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different bug classes." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing import symbols, but different APIs/models and no shared concrete root cause." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3-VL-Moe bug; not the same issue." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config default-init bug vs rotary_pct not persisting on reload; both config-related but different code paths and models." + } + ] + }, + "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": 21, + "review_unit_index": 43, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "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:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43761", + "issue:43784", + "issue:43937", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:45278", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46326", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:43408|issue:46402", + "issue:43761|issue:46082", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:22355|issue:27957", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42886|issue:42994", + "issue:42831|issue:45753", + "issue:44368|issue:46305", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:44295|issue:44297", + "issue:43646|issue:46002", + "issue:43550|issue:46132", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:44188|issue:44373", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:41628|issue:45278", + "issue:42907|issue:43937" + ], + "prepared_review_unit_hash": "b31397f29f897a00617ec1ec54b90d8305c0e83b22ab4f077f74f03d061b9f7e", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36232, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely heterogeneous and do not form a real duplicate cluster: they span unrelated tokenizer, import, generation, quantization, multimodal, and model-specific regressions. No soft pair looks like the same underlying bug/change with enough confidence to merge.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to anchor the cluster, even though the surrounding items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and likely to attract related follow-up reports; it is the strongest representative issue among otherwise unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text-encoder weights; different symptoms and code paths." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Unrelated failures: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split indexing bug and a docstring issue are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and different behaviors (offset mapping vs BOS/EOS insertion)." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import is unrelated to XLM-Roberta Flash Attention support." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing huggingface_hub symbol vs broad import errors after a version upgrade; not the same concrete defect." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention on XLMRoberta is unrelated to sentence-transformers loading hangs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure is unrelated to added-token spacing behavior." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline/cache loading is unrelated to quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and a Qwen3_5 image-generation loop are different model behaviors." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-embeddings warning and a sliding-window off-by-one bug are not the same underlying issue." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both are SAM3-related, but one is a config/model-class warning and the other is a memory overflow in a different path." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and a sentence-transformers import NameError are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading registered position_ids and tokenizer_class mismatch are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization regression and NaNs in classification heads are different symptoms and code paths." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling and AutoProcessor kwargs forwarding are separate loader bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API warning and GlmMoeDsaIndexer split behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model configuration issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence and a docstring typo are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model save failure and pipeline-parallel output correctness are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm precision/config issue is unrelated to a docstring bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and multimodal assistant_mask generation are different behaviors." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping and failure to load a specific model are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Version-to-version tokenization changes are unrelated to continue_final_message behavior with mistral_common." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Specific AutoImageProcessor import failure is broader than, but not the same as, the many import errors regression." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized model saving and invalid GenerationConfig for GLM-5 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": 21, + "review_unit_index": 44, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43122|issue:44514", + "issue:43408|issue:43475", + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:36296|issue:43116", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:42673|issue:45072", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:43937|issue:44485" + ], + "prepared_review_unit_hash": "a549e622308d7fcd217ec6f15797ebf2f1249bef197f4b0bb13929c3f733a20c", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35463, + "estimated_input_tokens": 8866, + "estimated_eval_tokens": 17988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated Transformers issues. The soft pairs share broad themes like tokenization, imports, or Qwen/SAM model families, but they do not describe the same underlying bug closely enough to deduplicate. I would reject every soft edge.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella-style report in the set, covering multiple import failures after an upgrade and serving as the best anchor for the small import-regression subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general, self-contained symptom among the issues and the one most likely to represent a broader duplicate cluster, even though the overall set is still heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Both are import-related, but they fail on different symbols in different code paths; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version support regression and pipeline-parallel output corruption are unrelated failures." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve processor/chat-template plumbing, but the APIs and failure modes are different." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is a save-pretrained issue for dequantized models; the other is a model load failure for a different model family." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are Qwen-related tokenization/multimodal issues, but offset_mapping and assistant_mask bugs are distinct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and a tokenizer metadata mismatch are not the same underlying problem." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and symptoms: example script multi-label output vs Gemma 4 token-type handling." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A discussion about DSA indexing is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for Qwen3.5 is unrelated to flash-attention training degeneration." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "A model load/runtime issue and a position_ids buffer access bug are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer regression across versions and batched apply_chat_template crash are different concrete bugs." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type warning and the other is a missing attribute in an output object." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer regressions, but they affect different models and different observable behavior." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "A Qwen3-VL-Moe load bug is not the same as FP8 save_pretrained behavior." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and loading gguf through AutoTokenizer/AutoModel are distinct failure modes." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained correctness and the other is from_pretrained loading." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "These are separate missing-export/import errors for unrelated symbols." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and the classification example script are unrelated bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing module import and slow/fast tokenizer inconsistency are not the same underlying issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "One is a huggingface_hub import error, the other is a transformers export/import error." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 dtype drift and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a missing symbol and the other is a broad set of import failures after upgrade; not clearly one bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE implementation are different failure classes." + } + ] + }, + "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": 21, + "review_unit_index": 45, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:43611|issue:46002", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43064|issue:43673", + "issue:33453|issue:39401", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:44380|issue:46077", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43450|issue:43986", + "issue:43673|issue:46328", + "issue:44466|issue:46002", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43937|issue:44977", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "86323b0f92007f674ff08c686e4ddf703c1c95605cfd4484bcddd54b5b2b92ce", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster remains mostly heterogeneous regression reports. The Qwen3.5 Moe `from_pretrained` pair is only topically similar from the packet, not a confirmed duplicate bug, so it should stay conservative.", + "confidence": 0.87, + "canonical_issue_reason": "If a representative issue is needed, `issue:43122` is still the broadest tokenizer-regression report and best matches the tokenizer-related portion of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43122` is the most general and representative issue here because it describes a version-to-version tokenization regression and is broader than the model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems: attention-kernel branching vs padding performance." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading `base_model_prefix` regression vs NaNs in classification heads." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file import errors vs a docs parameter-name mismatch." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior vs missing processor method / AttributeError." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose breakage and Ministral FlashAttention failure are unrelated model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer evaluate-after-train behavior." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility report vs an AuxRequest import version check bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are about Qwen3.5 Moe `from_pretrained` failures, but the packet only supports topical similarity, not a confirmed same underlying bug or duplicate report." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained key serialization issue vs a load-time from-pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label example output vs an incorrect pipeline error message." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different helper-function behavior bug vs PyTorch version-check bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state issue under FSDP/PEFT vs GenerationMixin cache absence in chunked prefill." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is a loading regression and the other is offset_mapping correctness." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid generation config vs a stale warning for `num_return_sequences`." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different model-specific tokenizer regressions with different symptoms." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs FlashAttention crash on `s_aux=None`." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Attention backend scaling bug vs causal-mask construction bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs an import/version-check issue." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs an isolated reproduction of another issue." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug vs missing torchvision crash path." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs SequenceFeatureExtractor padding inefficiency." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency vs NaNs in classification heads." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init argument error vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs an unrelated import-version check." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid generation config vs FlashAttention generation failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None bug vs Mistral regex patch crash." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen family bug reports with different failing code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer regression vs a noisy logging message." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly conservative, but one soft-edge verdict is too strong: `issue:44038` vs `issue:45478` is not grounded as a clear duplicate from the packet. Their titles are not the same, and the evidence only supports topical similarity around Qwen/Moe from_pretrained failures, not a confirmed same-bug duplicate. Please downgrade that pair to a conservative false/uncertain verdict." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 46, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:39401|issue:43421", + "issue:44877|issue:46231", + "issue:42490|issue:42673", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42222|issue:45542", + "issue:44410|issue:45478", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44483|issue:45464", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:44263|issue:44485" + ], + "prepared_review_unit_hash": "1b4f50528d2cf6faf2d312f945c885c829cbf562d012dc05e3ed516135ad59c7", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose collection of unrelated Transformers issues; the only near-cluster around import regressions is best represented by the broad version-upgrade import-breakage report. I found no PRs to evaluate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: it describes widespread import errors after upgrading from 4.57.0 to 5.5.0, which best subsumes the narrower import-regression complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is the only one framed as a general import-regression problem rather than a single symbol/model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both involve testing utilities, but one is a generic bug and the other is a specific xdist race on captured_info.txt; not the same underlying defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: testing_utils vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained checkpoint regression are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose breakage and tensorflow_text backend validation are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Different reports with no shared failure mode beyond being in the test/docs ecosystem." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crashes and padding performance are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: sam3 tracker/model-type warning versus MobileLLM key error." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon warmup TypeError are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer-related, but offset_mapping is a different bug from runtime post-processor updates." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning and VRAM leak are different code paths." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save_pretrained shard-size question and Qwen3.5 Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and fbank feature extraction issue are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model config are different validation failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "These are both import-related, but 44933 is a specific missing import while 45278 is a broad upgrade-wide regression; not enough to call them the same defect." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type regression and changed tokenization output are related by theme but not the same concrete bug." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and tensorboard/TensorFlow backend mismatch are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained error are different model-loading/model-architecture issues." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 warning behavior and FineGrainedFP8 accuracy are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer step called twice with deepspeed are different optimizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention float32/dtype, but one is a compile-time warning and the other is a loading dtype propagation bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions rejection and streaming inference failure on Qwen3.5-0.8B are not the same concrete issue." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging/install issue versus VitPose model breakage." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Tie-embedding API removal and unexpected position-id key warnings are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to testing_utils." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error and PreTrainedConfig type-checking regression are different import/API issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-MoE torch.split behavior and GLM-5 RoPE implementation are separate model internals 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": 21, + "review_unit_index": 47, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46369" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44933|issue:46231", + "issue:43673|issue:46123", + "issue:45753|issue:46369", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:44261|issue:44485", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43502|issue:43992", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "846b1548e376e2024c20df18aacb9cd416e110322c4459e046c1e5ea0a7e7b64", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37659, + "estimated_input_tokens": 9415, + "estimated_eval_tokens": 19086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs look like superficially related but distinct reports; none are close enough to merge as duplicates. The set is a mixed bag of model-specific failures, unrelated import regressions, and independent documentation/test issues.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43064 is the most concrete and high-impact bug report in the set, with a specific failing configuration and a clear reproduction path, so it is the best anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43064 is the strongest representative issue overall because it is specific, actionable, and describes a real runtime failure rather than a vague symptom or narrow API mismatch.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: GLM46V image-patch API vs MLA RMS epsilon precision/config handling." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated regressions: PretrainedConfig type-checking vs TensorFlow backend detection." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they concern different models and different support/status issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different code paths: GlmMoeDsaIndexer split semantics vs DeepSeek-V4 tensor transpose/cast." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size documentation question vs Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the DeepSeek-V4 comb transpose issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is model support failure and the other is degenerate training with FA3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen vision-family regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed config field vs gguf_file loading breakage are unrelated loader regressions." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to the PretrainedConfig typing regression." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are different issues in different files." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision is unrelated to a testing helper bug." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Missing image_utils import and a docs parameter-name mismatch are not the same underlying change." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling in chunked_prefill is separate from MaskGenerationPipeline final-batch dropping." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on one Qwen3_5 image and SAM3 litetext memory overflow are different model failures." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to loading the physical-intelligence/fast model." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch counting method vs torch.split return-value handling are distinct API issues." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model torchvision crash and save_pretrained shard-size behavior are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing utility bug do not share a code path." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is a broader modeling mismatch, not the DeepSeek-V4 transpose bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "One is a missing torchvision dependency crash; the other is a mistral_common import regression." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS eps precision in MLA and GLM-5 RoPE implementation are separate architecture bugs." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings flag is unrelated to the flash_attention.py s_aux=None crash." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Config-flag removal and quantized save/load corruption are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules and different causes." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and missing embed_tokens.weight on UMT5Encoder are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer mapping fallback are separate tokenizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and qwen3next missing projections are different model-definition issues." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Flaky SamHQ integration tests and noisy logging are not the same underlying problem." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "layer_type_validation import error and HybridCache import error are distinct missing-symbol regressions." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings flag and quantization offloading failure are unrelated changes." + } + ] + }, + "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": 21, + "review_unit_index": 48, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "5372afc6951c97c61f611bc50a4cf2de54f6393f6768492878dfe28d402ba6e6", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37447, + "estimated_input_tokens": 9362, + "estimated_eval_tokens": 18980 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of Transformers issues with only superficial text overlap. The soft pairs mostly share keywords like import, save, warning, or backend, but they describe different bugs and code paths, so none should be merged.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 43502 is the most discussed, self-contained runtime bug in the set, so it is the best weak anchor for triage; however, the cluster is too mixed to have a strong canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 has the clearest repro-style report and the highest discussion activity, making it the most actionable single issue to anchor this cluster, even though it is not a true representative of all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.train()/evaluate lifecycle regression vs. an import failure involving datasets; different failure modes and code paths." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to the auto_docstring crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is a different bug from cache lazy-init recompilation with chunked prefill." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Missing torchvision in AutoProcessor/video loading is unrelated to TOKENIZER_MAPPING_NAMES returning None in from_pretrained." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both are import-related, but one is a missing exported model class and the other is a torchvision dependency crash." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the tensorflow_text backend-mapping error." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is not the same as an isolated reproduction of another bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load is unrelated to the save_pretrained max_shard_size question." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM small-model training blockers and Bamba SDPA compile failures are different model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "A bfloat16 compile warning is unrelated to the tie_word_embeddings config warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision-warning behavior during compile is not the same as the Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A pipeline error message about translations is unrelated to inability to save Pipeline objects." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in no-torch builds is repo hygiene, not the same as a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are both save-related, but they are different APIs and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals has nothing to do with a Qwen3.5 image-specific infinite loop." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed tie_embeddings_and_encoder_decoder warning is unrelated to generic noisy logging." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention support and GPT2 attention-scaling behavior are distinct attention issues with different code paths." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to the Python-version load failure." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a deepseek tensor transpose bug are unrelated model-specific failures." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import problem." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init restrictions are unrelated to the Trainer import failure caused by datasets." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under backends is not the same as a degenerate zero-loss classification bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling ignored under SDPA/FlashAttention is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a training-distributed bug, not the GPT2 attention-scaling issue." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained errors are both model-family-related but involve different operations and failure points." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to the Qwen2.5 VL batched padding crash." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and a Trainer import conflict with datasets are different dependency issues." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model loading warnings are unrelated to bf16 compile precision warnings." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bf16 precision warning is not the same as compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing Qwen2_5_VLForConditionalGeneration are both import errors, but they are different symbols with different causes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "The layer_type_validation import error and local_files_only still making API requests are unrelated 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": 21, + "review_unit_index": 49, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46202", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:45600|issue:46298", + "issue:44038|issue:44230", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43066|issue:46209", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43611|issue:44655", + "issue:43352|issue:43937", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:44625|issue:46077", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43010|issue:45278", + "issue:44355|issue:44855", + "issue:43867|issue:46202" + ], + "prepared_review_unit_hash": "ed7b0f3b5ee19249bec846af432b35bfd51bd76ad84b3324a9de9784f64cb969", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36746, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers bugs across unrelated models, APIs, and regressions. The soft edges do not look like true duplicates; they mostly share generic symptoms like loading/import failures or v5 regressions without the same underlying code path.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45698 is the closest broad representative because it covers a general from_pretrained/save_pretrained loading regression, which is the most central theme among the more general items. That said, the cluster is heterogeneous, so any canonical choice is weak.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best available anchor for the cluster\u2019s loose load/save regression theme, but it is not a strong duplicate hub because many other items are model-specific or unrelated API regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "One is a CI break from removed SAM config references; the other is a vague noisy logging complaint. Different problems and code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe/fp8, but one is a general transformers 5.0 load bug and the other is inference-only fp8 support. Not the same concrete bug." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "General save/load wrong custom module issue versus a deepseek-v4 tensor transpose/dtype bug. Different failure modes and subsystems." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attentions regression is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is an output-field assignment issue and the other is a forward regression returning hidden_states=None. Different concrete breakages." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "One is a v5 chat completions API acceptance problem; the other is a tokenizer/template crash on assistant tool-call messages. Different request paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to importing Trainer being blocked by datasets." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading regression versus generic state_dict-sorted load error. Similar surface area, but not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are both save-related, but the affected objects and code paths differ." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to SAM3 vision encoder output missing fpn_position_embeddings." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type mismatch and FP8 inference failure are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are both RoPE-themed but not the same concrete defect." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 resize_token_embeddings propagation bug versus Gemma4 bidirectional attention mask construction bug. Same model family, different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to pipeline save_pretrained serialization." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different dependencies and unrelated breakages." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression is separate from inability to save Pipeline objects." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron flash-attn support gap and GLM-5 generation config validation are different model-specific issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 vocab_size absence is unrelated to patchtsmixer post_init API constraints." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic sorted-state_dict load error is not the same as Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention masking are unrelated model configuration bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python-version packaging issue for Transformers 5.1.0 is distinct from Python 3.14 import/load failures." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different model/config behaviors." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config vocab_size and Llama4Config pad_token_id are separate missing-attribute regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression is unrelated to Qwen3.5 checkpoint save corruption." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs in different models: missing Gemma3 vocab_size versus Qwen3.5 num_labels not copied." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to a cache strategy typo." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer SGD args ignored is not the same as Trainer import being affected by datasets installation." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Torch no_grad decoration for cache updates and broad import errors after upgrade are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors are unrelated to the Python 3.13 torch.jit.script indentation/parsing bug." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic sorted-state_dict load failure is not the same as Gemma pipeline roundtrip behavior on the \u2581 token." + } + ] + }, + "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": 21, + "review_unit_index": 50, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46285" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "f3f1acbd45a1282d2a9ec9cb1efc0a1268c318942dbbb19826b602824a2c522a", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37120, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very loose: most pairs are only superficially similar because they mention loading, v5, or a specific model name. I do not see any true duplicate pair among the soft edges. The cluster is best treated as a mixed bag of unrelated Transformers regressions and documentation/test issues.", + "confidence": 0.19, + "canonical_issue_reason": "issue:43723 is the clearest representative of the main recurring theme in this cluster: a concrete v5-era loading failure affecting end users, without being overly niche.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most suitable global issue here because it describes a direct, user-facing loading regression and is easier to anchor than the many narrowly scoped or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs: one is a generic model load/state_dict ordering error, the other is a Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Unrelated failures: Python 3.14 import/load issue vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different code paths and symptoms: Gemma3Config missing vocab_size vs Trainer/FSDP2 optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import performance, but one is about removing import * from models while the other is about slow imports; not the same change or bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness in one SAM HQ test is unrelated to xdist race conditions in patched testing utilities." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache/layer update methods with no_grad is a specific autograd fix, not a broad claim that v5 breaks too many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different models and missing weights vs a Qwen3.5 from_pretrained error; no shared concrete code path." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error vs Qwen3.5 visual-encoder key regression; same broad area but not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tp OOM are both distributed-training themed, but they are distinct failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad decorator fix is unrelated to Python version compatibility failures." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init semantics." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError is not the same as tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both concern CLIP-related structure, but one is attentions assignment and the other is text model nesting; different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is a different subsystem from DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network behavior and AddedToken special-argument duplication are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SAM HQ test is unrelated to loading Phi-4 multimodal model failures." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Test seeding flakiness is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test randomness/stale device override failure is not the same as missing seeds in SAM HQ tests." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading failure and v4.57-to-v5.2 checkpoint reload failure are both loading-related but distinct problems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to checkpoint reload compatibility across versions." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior for MoE is different from missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad cache update fix and dummy Conv2d in Sam3PixelDecoder are unrelated implementation changes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env command in v5 is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage and GLM-5 RoPE implementation are not the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "cannot import PreTrainedModel and cannot import HybridCache are separate export/regression issues." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan for tensor parallelism and Qwen3.5 from_pretrained errors are related only by model family, not by the same underlying fix." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and performance slowdown after upgrade are different failure modes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and dropped vision config fields affect different parts of Qwen3.5 MoE." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to generation kwargs synchronization after sync_gpus." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "API requests despite local_files_only and FP8 save_pretrained are distinct loading vs serialization bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward doc confusion are unrelated 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": 21, + "review_unit_index": 51, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44315|issue:46209", + "issue:43673|issue:44492", + "issue:44623|issue:45230", + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44230|issue:46095", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556" + ], + "prepared_review_unit_hash": "8872d0e5d7b800106aa3a22477e7b8a350a6ee3e9a8f70ffefed3aa9ecceb972", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 36717, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial similarities (often just shared version/model/subsystem keywords) rather than the same underlying bug. I would not merge any of the soft edges, and there is no clear canonical issue or PR for this heterogeneous set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue: the items span unrelated loading, import, FP8, docs, scheduler, and model-specific bugs, so no single issue safely represents the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve model loading and version changes, but one is Qwen3-VL-MoE loading while the other is checkpoint reload after upgrading to v5.2/v5.3; too different to be the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network requests and a random issue title are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy problems and a missing image-patch API on GLM46V are different code paths and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "One is about running compiled Python files, the other about save_pretrained on Pipeline objects; different failures." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading-related regressions, but tokenizer loading and Llama 3.2 Vision model loading are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applying in model_init and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to tokenizer loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from huggingface_hub and a broken transformers env CLI command are different issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI in v5 and PretrainedConfig type-checking breakage are not the same code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command and Qwen2_5_VL import failure are separate regressions." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around model.forward arguments is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Random title vs Gemma4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env CLI and Python 3.14 load failure are both version-related, but not the same concrete defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support; too broad to merge." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different top-level import errors for different symbols; same broad area, not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated title." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated issue are not duplicates." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is missing kwargs passthrough and the other is attention-interface usage; distinct change requests." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel with model_init and FP8 inference on B200 are different problems." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a typo in cache strategies are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files in processor.save_pretrained is not enough to merge with a generic bug report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5-35B crash and a broad complaint that v5 breaks many models are not the same concrete bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issues and a TensorBoard-without-TensorFlow backend error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A general Qwen3-VL-Moe bug report and a missing _tp_plan for tensor parallelism are related only at a very broad model-family level." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox hallucination/error and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading problems and unsafe sys.modules access are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env CLI and checkpoint reload failures after upgrading versions are both version regressions, but not the same defect." + } + ] + }, + "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": 21, + "review_unit_index": 52, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44246|issue:44273", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43976|issue:46218", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468" + ], + "prepared_review_unit_hash": "ed8f3f4b94cfb254d675fe1a804f93ce1af499b4b12e23752df1a0753fd2eaee", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39861, + "estimated_input_tokens": 9966, + "estimated_eval_tokens": 20188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by unrelated issue reports that only loosely share a Transformers-v5 regression theme. I would not merge any soft-edge pair; the safest representative issue is the broad but concrete v5 import-regression report.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the clearest broad regression report here: it describes widespread import failures after upgrading to Transformers 5.5.0, which matches the recurring post-v5 breakage pattern better than the vaguer umbrella complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Best single anchor for the cluster because it is concrete, versioned, and broad enough to represent the repeated model/import loading regressions without being as vague as the generic 'breaks too many models' report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different symptoms and likely different bugs: bbox-output hallucination vs infinite loop on a specific image." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Different problems: import-time `*` usage slowdown vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing `pad_token_id` attribute on Llama4Config is not the same concrete bug as a generic v5 breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are checkpoint-loading regressions, but one is a general reload failure and the other is a model-specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific StableLmConfig missing `pad_token_idx` is not the same underlying issue as the broad v5 model-breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to a broad model-loading regression." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both mention v5 regressions, but one is import failures and the other is a vague umbrella complaint; not the same concrete bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup slowdown is unrelated to a missing `Qwen3_5ForCausalLM` import." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different subsystems and symptoms: model-type mismatch warning vs Liger Kernel not applying in `model_init`." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch in save_pretrained is not the same as an unspecified bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position-ids buffer access error is unrelated to a generic bug report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy-loading behavior, but the titles do not indicate the same concrete failure path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Unsupported flash-attention-2 for Nemotron is unrelated to Qwen3-VL output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to inverse-sqrt scheduler kwargs handling." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to a Qwen3-VL bounding-box bug." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwarg handling and `PretrainedConfig` type checking are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding is unrelated to scheduler behavior." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to `HybridCache` import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9 compatibility is not the same concrete problem as broad v5 model breakage." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different failure modes: Qwen3-VL bbox issue vs Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post-init validation and tied-weight-key AttributeError are unrelated code paths." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version support issue is unrelated to a missing Qwen3_5 import." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applying in `model_init` is unrelated to flash-attention-3 degenerate training." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading issues are different problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE `from_pretrained` failure." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError do not share a concrete code path." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction and inverse-sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env command breakage and Qwen3_5 import failure are different issues." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4 related, but shared-expert gating and a transpose bug are different concrete defects." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp computation in a processor is unrelated to scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup is unrelated to a multi-thread VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-doc confusion are different issue types." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads and GLM-5 RoPE behavior are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas; 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": 21, + "review_unit_index": 53, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-451", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "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:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44861|issue:45290", + "issue:44938|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "b93ef340566e52613028540886377d34423786504b321ba8887e6146fa56663b", + "component_budget": { + "node_count": 451, + "item_count": 451, + "soft_pair_count": 1666, + "serialized_chars": 862631, + "estimated_input_tokens": 215658, + "estimated_eval_tokens": 431572 + }, + "budget": { + "node_count": 42, + "item_count": 42, + "soft_pair_count": 39, + "serialized_chars": 35128, + "estimated_input_tokens": 8782, + "estimated_eval_tokens": 17820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. A small subset touches tokenizer/v5 regressions, but most pairs are different bugs in different code paths, so I would not merge any soft edges.", + "confidence": 0.37, + "canonical_issue_reason": "Issue #42913 is the clearest representative of the recurring tokenizer/v5 regression theme and is more concrete than the broader umbrella reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#42913 is the best single issue to anchor the cluster, but only weakly: it matches the most plausible duplicate subgroup while the rest of the items span unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different problems: continuous batching support for audio models vs. DeepSeek-V4 weight conversion/readability." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage report vs. an import failure for a specific Qwen3.5 module." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network violation vs. Qwen3VL timestamp calculation bug; different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are separate issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Unrelated processor bug vs. dataloader-thread VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling is not the same as Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs. Gemma-4 audio positional encoding issue." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon/config precision issue is distinct from Gemma-4 audio positional encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Importing HybridCache and importing Qwen3_5ForCausalLM are different missing-symbol problems." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support gap is unrelated to Qwen3.5 module import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer/v5-related, but one reports behavior drift and the other a wrong decoder type; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache strategy typo does not match the unrelated placeholder/title mismatch." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the stray title." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The generic 'breaks too many models' complaint is not the same underlying bug as the placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_tied_weights_keys AttributeError is unrelated to chat template crashes on tool-call messages." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the stray title." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is not the same failure as _get_tied_weight_keys on list values." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a different config bug than tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to the missing layer_type_validation import." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is different from processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training bug are different problems." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Generic FP8 support request is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "from_pretrained slowness is distinct from tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are unrelated feature/problem reports." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are different model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug is unrelated to DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint on ModernBERTConfig.norm_eps is not the same as tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value and loss kwargs propagation are unrelated bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs not forwarded and RoFormer attention interface are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug is unrelated to tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former loss handling and RoFormer attention implementation are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a typo in quantization operation text are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding is unrelated to a config type-hint typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig type hint issue and quantization typo are different bugs." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm norm question is unrelated to ModernBERTConfig.norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value and ModernBERTConfig type hint are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "c47c25a0f8bb48ed0e9261293059f5ab72420ac5aaf305b52b407f4ae1311685", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: they cover unrelated topics (token truncation behavior, a ReduceLROnPlateau-like scheduler feature request, and Wav2Vec2 word time offsets). The similarity is superficial and based on generic wording rather than the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 10519 is the most concrete and narrowly scoped request in the set, so it is the best representative if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "10519 is the clearest standalone user-facing feature request with a specific behavior change and is less ambiguous than the other two.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problems in different model components: truncation strategy vs extracting word-level timestamps from Wav2Vec2. No shared underlying bug or change." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One asks for truncation-from-beginning behavior; the other asks for ReduceLROnPlateau-like scheduler functionality. These are unrelated feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler behavior request and Wav2Vec2 timing offsets are unrelated; they do not describe the same code-path issue or mergeable change." + } + ] + }, + "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": 21, + "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": "d93c640c87d3fd724c96a934cfa2fa3bce00241672ccd17362ef36b029ae1c2c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not appear to be duplicates: one is about TAPAS tokenization mismatching TensorFlow, one about a misleading auth/error path for private model downloads, and one about failing to load bert-base-uncased. They share only broad model/loading language, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 16618 is the broadest and most user-facing of the set, with the highest discussion activity; if one issue must represent the cluster, it is the closest fit. That said, the cluster is heterogeneous rather than truly duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best global issue candidate because it concerns a general model-loading failure and drew the most discussion, making it the most prominent representative of the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different problem domains: TAPAS tokenization mismatch versus a bert-base-uncased model loading failure. Similarity is only superficial around model behavior." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Auth/download error message for private models is a different code path from failing to load bert-base-uncased. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 21, + "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": "1b4d2bc07e2631661f01468e6f7f3f91429e2a72f712f2f6f9bb216e981b651c", + "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 community contribution requests about expanding model-ecosystem support, but they target different features: Flash Attention 2 versus GGUF. They are related in theme, not duplicates of the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues request different capabilities and should remain separate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the more established thread with much higher discussion activity, so it is the better representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different support paths (Flash Attention 2 vs GGUF); they are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26413-2", + "nodes": [ + "issue:26413", + "issue:31501" + ], + "soft_pairs": [ + "issue:26413|issue:31501" + ], + "prepared_review_unit_hash": "48396163bcd742dd9da7443fbed466dd4c0325d3f591c6d16e281471cff23b84", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1594, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like the same underlying bug. One is a specific checkpoint-resume failure with a clear error message; the other is a broad report that FineWeb SLM training does not start, with no explicit evidence it stems from the same code path.", + "confidence": 0.71, + "canonical_issue_reason": "issue:26413 is the more concrete and actionable report: it names the failing API (`resume_from_checkpoint`) and the exact error symptom, making it a better anchor for a duplicate cluster if one were needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26413 is the best issue candidate because it describes a specific reproducible failure rather than a generic training startup problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "The titles point to different problem scopes: a checkpoint-resume iterator failure versus a general training startup issue. There is not enough evidence that they share the same concrete bug or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "35a514ee1ea286beebbd980a43b6bf34239b49650d475ca28cb44a8a76c8311f", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13527, + "estimated_input_tokens": 3382, + "estimated_eval_tokens": 7020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n translation-request issues, but it actually contains separate language requests (Turkish, Spanish, Romanian) plus two small duplicate groups: the three generic placeholder-title issues, and the identical Thai-titled pair. The high similarity is mostly template overlap, not the same underlying request.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 43834 is the earliest clean representative of the near-identical generic-template translation-request subgroup, and it is the best candidate to stand in for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the clearest representative of the duplicate subgroup; the concrete Turkish/Spanish/Romanian requests are distinct and should not be merged into it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; similarity is from the shared translation template only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request vs generic placeholder template; no evidence they are the same task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian); separate requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish); separate requests." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic placeholder template; template similarity is not enough." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target language request; same broad i18n theme only." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target language request; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic placeholder template; not enough to merge." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic placeholder template; distinct underlying request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic placeholder template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian request and Thai-titled issue are unrelated." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian request and Thai-titled issue are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title/body pattern; looks like the same duplicated template request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic-template issue; same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Near-identical generic-template translation issue; same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a different Thai-titled issue; not the same request." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and near-identical metadata indicate a duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet: Turkish/Spanish/Romanian are distinct language requests, the three placeholder-template issues form one near-identical subgroup, and 46222/46226 is an identical Thai-titled pair. The soft-edge verdicts are appropriately cautious and do not overstate equivalence beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "1eba4c595d12ba4ffc51353c132b10a76a664148de01bd592bb3a81c9fdaca41", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21657, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose thematic cluster of model-addition requests across different architectures and modalities, not a true duplicate set.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a true duplicate hub; issue 43671 is only the closest representative because it is the most connected request in the cluster, but the items span different models and modalities.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best single anchor for the cluster due to its high connectivity, but it should not be treated as a duplicate canonical for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 are different model requests and not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert vs RF-DETR are different model families and unrelated updates." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct detection-model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Detection-model support is unrelated to adding LFM2.5 Audio." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and a weight-sparse transformer are different code paths and model types." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different modalities and not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT support and the sparse-transformer request are not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model request, while LFM2.5 Audio is an audio-model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model families with no shared concrete change." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are distinct model additions and not one mergeable change." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and the sparse-transformer request are different integration tasks." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model requests, not the same bug or feature." + }, + { + "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 models and Qwen3-ASR target different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS are unrelated additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; the RoPE issue is a broader architectural proposal, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS have no concrete overlap." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are same family but different modalities and code paths, so they are not one duplicate change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they concern different models and likely separate integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and a sparse transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-model requests, but they are different models with different implementation scope." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request are not the same underlying change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and integration paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks and not one mergeable fix." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model additions and not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "ea7b50799e223c0fdda5a65b624d92284f6908658581f066a92b62816f53f359", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair is not a duplicate cluster: one item is a closed docs request about adding `pruna`, the other is an open Vision RoPE refactor. They do not describe the same underlying change or bug.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46443 is the better cluster anchor because it is a concrete open engineering task; issue 38740 is a separate closed docs request.", + "canonical_pr_reason": null, + "best_issue_reason": "46443 is the most substantive and active issue in the set, while 38740 is unrelated and documentation-focused.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Reject: the topics are unrelated (docs framework addition vs Vision RoPE refactor), with no shared targets/files or explicit linkage." + } + ] + }, + "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": 21, + "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": "a5f155011f41c26ede4e86b0fc07c984bcc9ba3043f157af758336778a6c9bd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other is about DeepSeek v3.2 model support.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and implied problem domains are unrelated, so they should not be clustered as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global best duplicate anchor; they describe different feature requests and should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 support. No evidence they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 21, + "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": "2eb5b54e5b4e04fd5e96d13a74ff46f6f5b38f540a9be3e9ccc2f6d863e60850", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad level (Trainer extensibility), but they describe different problems and code paths: one about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43598 is the cleaner representative because it states a concrete Trainer customization concern; #43600 is a separate accounting/metrics issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better cluster anchor since it is more directly about a Trainer behavior change, while #43600 is a narrower FLOPs-estimation edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They both mention custom trainers, but one is about unused-column removal and the other is about FLOPs estimation. Different underlying bugs, different fixes, not mergeable as one issue." + } + ] + }, + "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": 21, + "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": "96e31213173996d63de4a9bbc2eb283998fe6198519317daa6cdec06038532b3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1610, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues share a broad Qwen-support theme, but they ask for different changes: Qwen3-Omni model registration vs. Qwen3.5 sequence-classification support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader representative request in this pair, centered on model registration for Qwen3-Omni.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better cluster representative because it is the more general API-registration request; issue 44405 is a separate head-specific feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: 43684 requests AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while 44405 requests AutoModelForSequenceClassification support for Qwen3.5. Similar model family, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 21, + "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": "c7f73a4d667a54579ca3f0e4f70fa388bbd1507ba3514dc0f1d7e77799c3fd1d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four are closed issues with very little content and highly generic titles; there is not enough evidence to confidently confirm any pair as the same underlying issue. The cluster is most likely centered on the repeated \"huggingface\" reports, but the data is too sparse for a duplicate merge decision.", + "confidence": 0.33, + "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface\" issues, so it is the safest representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the most representative issue in the cluster because it matches the repeated title pattern and appears earliest among the similar reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only vague title similarity; no body details, targets, or filenames to show the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only vague title similarity; insufficient evidence that these are duplicates of the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Generic titles do not establish the same underlying issue, and there is no supporting discussion or target evidence." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match closely, but the records are too sparse to confirm the same concrete issue with confidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Similar generic title only; no substantive content to prove they are the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Similar generic title only; not enough evidence to safely merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 21, + "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": "6767e9f96b96ff8682e2e52b0f456fde87869a7428c2b18c553a2cdb9417ff9f", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information issues, mostly spam placeholders, plus one generic documentation suggestion and one vague topic. There is no clear shared underlying bug or change to deduplicate.", + "confidence": 0.88, + "canonical_issue_reason": "#44418 is the only non-spam, minimally substantive issue, so it is the best representative by signal, but the cluster lacks enough detail to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the most legitimate-looking and topic-bearing issue in an otherwise spammy set, though it still does not provide a concrete bug or reproducible change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders with no body detail; identical titles alone do not establish the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete problem description to confirm they are duplicates of the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; no shared issue topic is evident." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a vague name-related issue are not the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request and a spam placeholder are unrelated at the substantive level." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The documentation suggestion does not share a concrete bug or change request with the spam placeholder." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Matching spam titles are not enough to conclude they describe the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a vague company-name issue do not indicate the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared code-path or problem description is present to justify a duplicate merge." + } + ] + }, + "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": 21, + "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": "301aaffca25696a8bf2a4642862e6ef5a373312a46c9a352e85e0db61870992b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues look like likely duplicates: they have identical titles and very similar body sizes, but the packet only provides soft-similarity evidence, so the duplicate call should stay cautious rather than definitive. #45145 is the better canonical issue because it is earlier and has the inbound reference.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the better canonical representative of this likely duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest single issue to keep because it appears first and has the same apparent scope as #45151, while also having slightly more reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate: the titles are identical and the bodies are highly similar in length, but the evidence is only soft-similarity, so this should be treated as a probable duplicate rather than a certain one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is reasonable, but the duplicate verdict is overstated. The packet only shows identical titles, similar body lengths, and a soft-similarity signal with deterministic_accept=false; it does not provide enough evidence to call them \"clear duplicates\" or confirm identical scope. Please soften the language to something like \"likely duplicate\" unless the packet includes stronger textual evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 21, + "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": "5fce0123e820eca46677c6ad94a26c19773b62e57a96c722b6eb5bea8ffa3455", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference bugs, but they appear to be different failures in different code paths: Gemma4 audio modules hit a torch.finfo() TypeError on uint8 weights, while BitsAndBytesConfig skip_modules clears the default lm_head exclusion and triggers an AssertionError. Not a duplicate pair.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate here: the two issues have different symptoms, causes, and affected paths. If forced, 45674 is the clearer report, but it does not subsume 45672.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the stronger standalone issue report: it states a specific BitsAndBytesConfig regression, includes a concrete failure mode, and isolates the likely cause more directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs: 45672 is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, while 45674 is a BitsAndBytesConfig skip_modules regression that removes the default lm_head exclusion and causes an AssertionError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 21, + "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": "3a6b36ef35e4aec2c24c77634fd39fc6454da0b28a278e9532e3c72ef9ef4180", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues do not appear to describe the same bug or request; they are just two unrelated personal-name title entries with no body or shared technical context.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No clear canonical issue exists here; if forced to pick one representative, issue #45762 is slightly earlier, but the pair does not form a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no body text, no shared targets, and no technical signal that they refer to the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 21, + "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": "7f3d58098359ba37f9cdb7600bb6da87005aee9c23852661436abcdf310a2ca1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have different person-name titles and different dates, with no body text, links, or shared targets suggesting the same underlying bug or request. They do not look like duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different named subjects and dates; no shared context, description, or issue targets. These do not appear to report the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "8700b7e0b344efba85987743d1e60781111e1c8ee45a9853aadc92d6d098bee7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model class for value-model use, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests with no shared code path: model-class addition vs FP8 training support." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 21, + "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": "5985f470f91912988129d91deb52b52fcc5de5dba789f7c53382b1a3abdb7aa3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster splits into two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is related to financial data but is a different request/topic. The two example-style pairs are not the same underlying issue as each other.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is a strong canonical for its duplicate pair because it is the earliest of the identical-title issues and reads like the more generic request. The other exact-duplicate pair (45872/45873) appears to be a separate topic, not a duplicate of 45870.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to represent one duplicate subgroup, but the cluster as a whole contains two distinct issue topics. If forced to pick one representative, 45870 is the most central and earliest of the exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention financial data, but 45869 is a dataset/sample offering while 45870 is an example/tutorial request. Same broad domain, different underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset/sample bundle versus example workflow; related theme, but not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching context; these look like the same issue duplicated." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "One is an example for financial time series prediction, the other adds a scraping service. Similar area, but different underlying request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related financial/DataForge theme, but not the same concrete issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are distinct requests despite overlapping financial/DataForge terminology." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Distinct topic from the exact-title duplicate pair; no evidence they are the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching context; these appear to be the same issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet: 45870/45871 and 45872/45873 have identical titles, while 45869 is only soft-related. The verdicts stay conservative overall, and the summary does not overreach beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "f29119108535f31f39b95c8664c5fb06cf7665b3af88f2abd78ef5ece67cc450", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1634, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1634, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues both concern static-cache behavior around linear attention, but they describe different failure modes: one is shape corruption during early initialization, the other is a Qwen3.5 `KeyError` for `linear_attention`. They look related at a subsystem level, but not clearly the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical representative because it states a concrete, likely root-cause static-cache corruption affecting linear-attention layers, rather than a model-specific downstream crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the most general and actionable description of the apparent defect in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but one reports wrong-shape corruption and the other reports a `KeyError: 'linear_attention'`; these are not clearly the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 34, + "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-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "da4bdcd3bb9f0fd3a8d77dffd2b411aab51699f75350f42bba3e21db1542000c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38143, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38143, + "estimated_input_tokens": 9536, + "estimated_eval_tokens": 19328 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs spanning new model additions, tokenizer/processor fixes, loss utilities, export tests, naming cleanup, and docs/serve parsing. The only clear duplicate-style pair is the two `fixed_cross_entropy` changes, which both target the same loss helper and the same tracked bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR is truly representative of the whole cluster, but `pull_request:43251` is the best anchor because it directly addresses the tracked loss bug with the clearest, most concrete fix scope.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best global PR candidate because it has the strongest evidence of a specific bug fix: it explicitly targets issue 43240 and updates `fixed_cross_entropy` to pass the relevant `cross_entropy` kwargs. `pull_request:43254` is a near-duplicate variant of the same fix, but 43251 is the more complete candidate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: one adds the VideoPrism model stack and docs, the other adds an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated tokenizer-method patch versus adding a new MobileLLM model implementation." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated tokenizer-method patch versus an ExecuTorch export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model auto plumbing, but they fix different models and different problems." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Different subsystems and goals: loss-function kwarg handling versus new model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwarg support is unrelated to Mistral4 test and kernel/model cleanup changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export testing is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export test versus a brand-new model implementation; not the same bug or change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model implementation is unrelated to config-resolution ordering in modeling_utils." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition versus Falcon output-interface refactor; different code paths and intent." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model interface work are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/kernel fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm naming cleanup across CLIP-like models." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to chat response parsing updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel integration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to `cls.config` resolution ordering." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "They only share a broad release-era context; model test fixes and model-creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model implementation is unrelated to the model-creation skill/meta tooling PR." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch the same `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py`, and both are tied to the same issue 43240; they are near-duplicates of the same concrete fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: most items are clearly unrelated across model additions, utilities, tests, and docs, and the 43251/43254 pair is a conservative duplicate-style match because both edit `src/transformers/loss/loss_utils.py` for the same issue 43240. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "5190db9af5e1ae990c63b78ddaededd6f0372ed646e5275b418a21559979a7cb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10380, + "estimated_input_tokens": 2595, + "estimated_eval_tokens": 5446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate PRs: one base VibeVoice implementation, one VibeVoice realtime extension, and one Parakeet-RNNT addition. They share some auto-mapping scaffolding, but they do not fix or add the same concrete change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the clearest canonical representative: it is the original VibeVoice implementation, not a draft, and it establishes the core model/docs/auto-registry pieces that the later VibeVoice realtime PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best overall PR for the cluster because it is the base, completed VibeVoice integration; the other PRs are either a later realtime variant of the same model family or a different model entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related model family, but not the same underlying change. 40546 adds core VibeVoice, while 42781 is a draft realtime extension with additional tokenizer/generation work and broader scope." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different additions. Shared auto-registration files are incidental; VibeVoice realtime and Parakeet-RNNT are not the same concrete feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 34, + "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": "1458705be84a34a189f688db1550a648797012f43715b96a6617d75f89a3a3f6", + "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 two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They do not look like the same underlying change, so the soft edge should be rejected and there is no meaningful duplicate cluster representative among them.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR stands out because the changes target different codebases and user-facing capabilities; neither PR is a duplicate of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates versus DINOv3 image classification support. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 34, + "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": 34, + "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": "ceb4eec8fdcb64152eecb8165d06f4cfc661fdc33d49918fc60aadebb647bdcd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct open PRs that all add new model integrations (DeepSeek OCR, Isaac, Kimi2-6). They share the usual Transformers scaffolding files, but they target different models, configs, processors, and tests, so this cluster is not a duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a canonical duplicate: each one introduces a different model integration with separate codepaths and tests.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #45630 (Kimi2-6) is the broadest standalone model-addition change, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac). They only overlap on shared integration scaffolding, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) with separate model-specific files and tests; same broad subsystem, but not the same fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 34, + "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": "123463cc18fbfa7170d4fa1e39676cdf9beb8c68b13b4ceadfe0c2767048ac54", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both modernize GitHub Actions workflow dependencies, but they are different change sets: one targets Node 24 compatibility across several workflow actions, while the other upgrades docker/build-push-action across Docker image workflows. They are related maintenance work, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader workflow-action upgrade and the better representative if one PR must stand in for this cluster; it updates multiple core GitHub Actions used across many workflows for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best single PR representative because it covers the wider cross-workflow Actions runtime compatibility update, whereas PR 42976 is a narrower Docker action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are different maintenance changes. PR 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility; PR 42976 upgrades docker/build-push-action. They touch overlapping workflow files, but not the same underlying bug or mergeable code-path fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46411" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:42978|pull_request:46411", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43448|pull_request:46411", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:46411", + "pull_request:45490|pull_request:46411" + ], + "prepared_review_unit_hash": "5689bb03695d4b4c2159569de38bd579ae95baa95a9e26c4600ccb2843fda216", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 17822, + "estimated_input_tokens": 4456, + "estimated_eval_tokens": 9168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all separate model add-ons or a demo script, not duplicates of the same underlying change. The soft-similarity is driven by shared Transformers boilerplate and docs/auto-registry edits, but each PR targets a different model or artifact.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the strongest representative if one must be chosen: it is the most complete and active model-addition PR, covering Molmo2 model, processor, image/video support, tests, docs, and registry updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the best overall representative because it has the broadest scope and highest review activity, indicating the most mature and central change among these unrelated additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. They share Transformers scaffolding, but not the same code-path problem or mergeable change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Shared registry/docs boilerplate does not make them the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families: ViT NEPA vs CTSM. No evidence they fix the same bug or implement the same feature." + }, + { + "left": "pull_request:42978", + "right": "pull_request:46411", + "accept": false, + "reason": "ViT NEPA model addition and a MiniMax demo/code drop are unrelated changes." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name, but they are distinct model implementations with different files and support surfaces." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model registration files are not enough to merge them." + }, + { + "left": "pull_request:43448", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo model integration and a MiniMax demo script are not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are separate model integrations with different architectures and support code." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46411", + "accept": false, + "reason": "Molmo2 model integration and a MiniMax demo/script are unrelated." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46411", + "accept": false, + "reason": "CTSM model integration and a MiniMax demo/script do not address the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "ffb8e23ff9bc762bbd149adfb8d27a63dd43ef216f814b722e9ba7b6fca1f754", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests appear to address different bugs or even unrelated test changes; none should be treated as duplicates of the others.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46380 is the clearest standalone bugfix in the set: it corrects a specific generation validation path where watermarking_config can be a dict and converts it before validation.", + "best_issue_reason": null, + "best_pr_reason": "PR 46380 is the strongest representative because it fixes a concrete runtime code path with a focused behavior change and matching tests, unlike the more diffuse or test-only PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/timestamp decode changes vs. CLIP/ViT test edits; different models and different kinds of changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix vs. FP8 dequant/loading fix; unrelated subsystems and code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer behavior vs. generation watermarking validation; no shared underlying bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only assertions in CLIP/ViT are not the same concrete issue as the FP8 dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Artificial failing test edits are unrelated to the generation_config watermarking fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 dequant/model-loading work and generation watermarking validation are separate code paths and bugs." + } + ] + }, + "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": 34, + "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": "641ac6288cf45fd0a10c4d88064c907187f238617d85fd3fd6adc791bbdba63e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open pull requests in the same repo: one is a small dependency/version-bump test PR, the other changes CI/workflow and testing utility behavior. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better representative because it has the broader, more substantive code change set and affects actual workflow/testing paths, while #43488 is a small repo-bot/version-format check.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best overall representative of the cluster because its edits span multiple workflow and testing files and reflect a concrete code-path/process change; #43488 is more of a narrow test fixture/change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Rejected: the diffs are not the same underlying bug/change. #43488 tweaks setup.py dependency/version metadata and a Vit test, while #43532 rewires GitHub workflows and testing utilities across several files." + } + ] + }, + "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": 34, + "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": "968b898827ebabccae9c6cb250569a73e1713cd27d7c8f06d147d9e60b2897c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add new promptable segmentation pipelines, but they target different products and code paths: concept segmentation vs visual segmentation. They share some shared infrastructure/docs, yet they are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the better representative of the cluster because it has the broader and more fully integrated visual-segmentation implementation, with more model/test coverage and discussion activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the strongest standalone PR in the cluster for the same reason: it appears more complete and better integrated than #43612, even though it is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: these are different pipeline additions with different scopes and underlying model families. Shared docs and pipeline registration are too broad to indicate the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 34, + "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": "288f795ea74b49e5c9943d6e16f6441f7d9bb4e435bdb17ec74d50354f731f26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer.py changes: PR 43651 adjusts gradient-accumulation loss scaling via a new property, while PR 43663 refactors signature-column detection for custom/PEFT trainers. They touch the same file but fix different code paths and are not mergeable as one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying behavior: one changes loss scaling in training_step, the other changes dataset column filtering/signature inspection. Same file, but not the same bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "a203f83cd3ace383d47ea930d82c0e3b76486c82680fa8936ac3cbb5547cbe3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same runtime TypeAdapter NameError in `src/transformers/cli/serve.py` and are plausibly mergeable as one fix, despite using slightly different annotation/import strategies.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more direct and minimal fix for the same bug: it makes `TypeAdapter` a TYPE_CHECKING-only import and quotes the annotation, which cleanly removes the runtime NameError path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone representative of the cluster because it targets the concrete import-time failure most explicitly and with the smallest surface-area change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same underlying TypeAdapter NameError in the CLI serve module, with overlapping file scope and compatible fixes to annotation evaluation/import handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py`, both are explicitly about a `TypeAdapter` NameError in the CLI, and the fixes are compatible enough to be merged into one PR for the same bug. The soft-edge verdict is conservative, and the conclusion does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "2443d3e4151aca65cb5c0bf332b7a00f649710315989a41657988726c564a316", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75098, + "estimated_input_tokens": 18775, + "estimated_eval_tokens": 37806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific output-tracing refactors, not a single broad duplicate. The only strong duplicate families are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J group around modeling_gptj.py; the rest are the same pattern applied to different model code paths.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "44066 is the best representative PR: it is a concrete GPT-J/CodeGen output-tracing refactor, explicitly targets the shared tracking issue, and sits at the center of the strongest duplicate links in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "44066 is the best single PR to keep as a representative because it spans the broadest concrete instance of the shared output-tracing refactor and connects directly to the strongest GPT-J/GPT-J+CodeGen duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; they only share the general output-tracing refactor pattern." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Same standardized tracing theme, but the CVT/FNet and DeBERTa implementations are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file family; 44066 is broader because it also folds in CodeGen, but the GPT-J change is the same underlying refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are different model implementations; shared issue target alone is not enough." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model-specific changes despite the same refactor theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different code paths and not the same underlying fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are separate model refactors; only the tracing pattern overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model implementations and different file-level changes; not the same concrete bug or patch." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file family; these look like duplicate revisions of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths; same issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model refactors, not the same change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model implementations; same tracing style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated concrete refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are distinct model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different concrete changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 do not fix the same underlying code-path problem." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are separate code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are different model refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44068", + "accept": false, + "reason": "MPNet and GPT-Neo are different model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 do not share the same underlying fix." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different implementations; shared tracing theme only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are separate model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 do not represent the same underlying bug or change." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are separate code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with the same concrete file family and issue target; these are plausibly mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in modeling_gptj.py; 44085 and 44722 look like duplicate revisions of the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are separate concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different models; only the decorator pattern is shared." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the cluster-level summary is broadly plausible, but several soft-edge rationales are not grounded in the packet. In particular, 44085 is a GPT-J PR in the packet, not GPT-Neo, so the explanations for 44085/44722, 44018/44085, and 44085/44129 misidentify the model family. Also, 44085 and 44722 share src/transformers/models/gptj/modeling_gptj.py and the packet flags that pair very strongly, so dismissing it as just a different model family is too strong. The accepted GPT-Neo pair and GPT-J/CodeGen pair are plausible, but the remaining verdicts need more conservative, packet-faithful wording." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "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": "05a215f9d2617a2fdcc016d057aa8d0826eaa781bf5142e487b48a88e54a245d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17123, + "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 PRs for model-specific refactors to standardized output capture/tracing. They share a theme and similar helper imports, but they touch different model codepaths, so they should not be collapsed as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest single representative because it has the clearest scoped refactor, an explicit issue target, and concrete output-tracing changes in a model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 best fits the cluster as a representative example of the standardized output-capture migration pattern while also tying back to a tracking issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same refactor theme, but FocalNet and ImageGPT are different model codepaths; these would not be merged into one PR." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate output tracing, but they affect different models (VisualBert vs TextNet) and are separate changes rather than one underlying bug." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct implementations; the similarity is only the generic output-tracing refactor pattern." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model-specific refactors with no shared concrete codepath, so they are not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model internals; same broad migration goal is not enough to treat them as duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different codepaths and the PRs address separate model migrations, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 34, + "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-43998-14", + "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", + "pull_request:46438" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44000|pull_request:46438", + "pull_request:44027|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "3a5bed797fa8a3d9087609f9d6f8c4dc53a35d9add958831890264afa15bbf66", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43573, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43573, + "estimated_input_tokens": 10894, + "estimated_eval_tokens": 22044 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate model-specific PRs that share a common output-tracing refactor pattern, not duplicate fixes for the same code path. The modular-conversion speedup PR is unrelated. I would not merge any soft pair.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate: the PRs are independent model-specific refactors across different forward paths, so there is no one PR that represents the same underlying change for the whole cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the shared refactor theme because it covers two related files and has the broadest scope among the model PRs, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (timm_backbone vs upernet); same refactor style, not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families; both touch output handling, but they are separate forward-path refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and code paths; similar mechanical change only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone vs mamba/falcon_mamba are unrelated implementations, so this is not one duplicate bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model stacks; both are output-tracing refactors, but not the same concrete change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and forward methods; not the same underlying issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate model-specific changes, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder/decoder wrappers and distinct code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech Encoder-Decoder are unrelated models; same pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet fix different forward implementations; not the same bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and call paths; similar output-tracing cleanup only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder vs mamba/codegen family are separate concrete changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and different output plumbing; not a single duplicate PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; same refactor style, not same underlying fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate code paths in unrelated models; do not merge as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are distinct model-specific output changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different model implementations; not one concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and forward paths; only the refactor motif matches." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs CodeGen are separate code-path changes, not the same bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch unrelated forward logic; not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different model paths with only superficial similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different concrete forward signatures; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model wrappers, not one mergeable fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and code paths; same broad refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated models, so this is not a duplicate PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and different output APIs; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are separate model-specific refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are unrelated forward paths; same theme only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers with different implementations; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-Encoder-Decoder and SuperPoint are different model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; this is a broad similarity, not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated models and cannot be merged as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different concrete code paths in different models; same refactor motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech Encoder-Decoder and DPR are separate model-specific changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated implementations; not the same underlying bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR touch distinct forward paths; not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families; same broad refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Vision-text dual encoder output tracing vs modular-conversion pool reuse are unrelated changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Speech Encoder-Decoder refactor and modular-conversion speedup do not share a code path or bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "RWKV output tracing and modular-conversion pool reuse are unrelated." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "SuperPoint output refactor vs modular-conversion utility change are different concerns." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "timm_backbone model refactor is unrelated to the modular-conversion process-pool optimization." + } + ] + }, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "5b6d041a8d6c1f3729533b18a10322c4d85aa9b4da6d422a419d6b30de0f454c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated model additions: one implements PenguinVL, the other adds Voxtral TTS. Their overlap is limited to shared Transformers plumbing and docs/auto-registry updates, which is incidental rather than a shared underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better representative because it is tightly scoped, explicitly tied to issue 45027, and clearly describes one concrete model integration.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the strongest standalone PR in the cluster: it has a specific tracking issue, a focused code path, and a clearer change objective than the broader PenguinVL implementation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature work: PenguinVL vs Voxtral TTS. Shared framework files are expected for any model integration and do not indicate the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "05f72207339b41a1f225af945539ffb09dd500b4b611bc709af83d6aeaa65617", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9635, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is centered on the same broader feature line: n-to-1 kernel fusion via `KernelConfig`, with one adjacent but distinct earlier module-fusion API PR. The latest PR is the best representative of the shared kernel-fusion work.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the most complete and most recent iteration of the kernel-fusion feature: it keeps the same `KernelConfig` direction as the earlier PRs while broadening and simplifying the implementation across core loading, hub kernel integration, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the strongest global representative because it appears to subsume the earlier `KernelConfig` fusion work and presents the most polished, integrated version of that feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related theme, but not the same underlying change: 44979 introduces a separate module-fusion API, while 45363 implements n-to-1 kernel fusion through `KernelConfig` and different integration points." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Same concrete feature area and code path: both implement n-to-1 kernel fusion via `KernelConfig`, with 46339 clearly extending/simplifying the same mechanism rather than starting a different change." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These appear to be successive revisions of the same `KernelConfig`-based n-to-1 kernel fusion work, touching the same integration path and underlying feature rather than distinct changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the one adjacent PR. The soft-edge decisions are plausible: 44979 is reasonably treated as distinct module-fusion work, while 45363/45666/46339 all look like closely related KernelConfig-based n-to-1 kernel-fusion revisions with overlapping files and matching titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "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": "7831c18ca81e5a253435463dbee041d20542945e35837018264ecfb315065405", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "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 AttributeError in `_patch_mistral_regex` for the Mistral tokenizer path, with the same code change in `tokenization_utils_tokenizers.py`; the second PR adds tests but is still the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it has the same fix as 45086 plus an added test file, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative for the cluster since it contains the core bug fix and accompanying regression coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same fix in the same code path (`_patch_mistral_regex`); the extra test changes in 45317 do not make it a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 34, + "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": "e6eccea45fa0d8bcf221679f26d08b121a3a50f793492ac37b56eab2ccee6b2a", + "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": "Two open NemotronH PRs overlap in the same model area, but they target different changes: one is a refactor/inheritance and conversion-mapping cleanup, while the other is a broader split into nemotron_h_dense/nemotron_h_sparse with docs and auto-mapping updates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH implementation change set, covering the dense/sparse model split, docs, and auto/model registration updates, whereas #45115 is a narrower refactor centered on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best representative of the cluster because it introduces the substantive user-facing model packaging change; #45115 looks like a supporting refactor rather than the primary feature implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related area, but not the same underlying change: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid-compatible structure and conversion mappings, while #45569 splits NemotronH into dense/sparse variants and updates docs/auto-mappings. They touch shared files, but the concrete code-path change is different and not something to merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 34, + "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": "6a8dc0f1ee26318b3ffdba5cb0a6c7ee409fbd3e9cd3c52a8edcbce4c208fb94", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-model efforts, but they are not the same concrete change: one PR adds per-layer config plumbing, while the other adds broader runtime/modeling support that builds on it.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the more complete umbrella change: it includes the config plumbing plus the downstream cache/modeling updates needed to actually use heterogeneous per-layer settings.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the actual end-to-end heterogeneous model support rather than only the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They overlap in heterogeneity/config files, but 45333 is limited to config representation/validation while 45332 also changes cache and modeling behavior for per-layer runtime support. They are related, not the same underlying bug/change, and would not cleanly 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": 21, + "component_count": 34, + "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": "098f4b14422a6fc83fe6810f1e28cbe638edd88b3e7feffa5e6946e2c6ad6d13", + "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 items are type-checking/typing-related PRs, but they target different scopes: one is a broad typing pass across many files, while the other adds shared typing protocols and helpers for specific integrations. They are similar in theme, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45425 is the more focused and central typing infrastructure change, adding shared protocols/aliases used by multiple modules.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45425 is the strongest representative of the cluster because it introduces reusable typing abstractions rather than a broad mechanical sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are about typing, but they address different concrete changes and code paths; 45415 is a broad type-checking sweep, while 45425 adds shared typing protocols and aliases. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "d0e0d7e00df06de76bfd46f900a79fc941f7a06ae694c48ad985b9d3fe2ea868", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests about cache-handling bugs in different model families; they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46084 is the cleaner canonical representative: it has an explicit issue target, a narrow scope, and a concrete Mamba2 cache-path fix for seq_len > 1.", + "best_issue_reason": null, + "best_pr_reason": "PR 46084 is the best single PR to represent the cluster because it is tightly scoped and directly tied to a specific bug report; PR 45513 is broader and spans multiple Qwen/Olmo model files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different bugs and code paths: 45513 fixes multi-token cached forward for GDN linear attention in OLMO/Qwen-family models, while 46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not the same underlying change and would not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 34, + "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": "ed3c6ca78223631054b3e15c6cf3d476844816c97a6ff1df4da3a773f1cd5579", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate EP-related pull requests, but they target different failure modes and code paths: one fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They are related in subsystem, but not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative: it addresses a concrete expert-parameter overwrite bug in the loading path and includes a focused multi-file fix around distributed wrapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone PR in this cluster because it targets a specific, reproducible EP/FSDP2 regression with an explicit code-path fix; PR 45548 is a different loading issue and should not be merged as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism loading, but they fix different bugs: 45548 adds distributed_config handling and has_ep for EP + DeepSpeed ZeRO-3 via accelerate launch, while 45662 prevents expert tensors from being overwritten in the FSDP2/rank-0 broadcast path. Different root causes and code paths." + } + ] + }, + "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": 34, + "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": "ada0656ed9f8b0c5062ab02363b2efb4502f74400bc995839dd49835cf8e8b24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging bug in transformers testing utilities. PR 45645 is the broader, more complete fix because it includes the worker-safe log file change plus CI workflow updates to collect multiple captured_info files.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the xdist-safe file handling in testing_utils and the CI-side changes needed to preserve and aggregate captured_info logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best represents the cluster because it addresses the same underlying collision bug while also updating the workflow to handle the new multi-file log output.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same concrete xdist/captured_info collision problem in the same code path; 45645 is a superset of 45639 rather than a separate 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": 25, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "22557b28790366643265e193b60966633240585e8ad82bc9d8ed7f0fcb991763", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7029, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The PRs are all separate feature fixes, not duplicates. Two are same broad theme (attn_implementation dispatch) but for different model families, so they should stay separate. The auto-model mapping change is unrelated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46320 is the clearest standalone feature change: it adds RecurrentGemma attn_implementation dispatch support with matching model, conversion, and test updates. It is more self-contained and representative than the other unrelated PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the strongest overall candidate because it has a focused, concrete model-path change with supporting code and tests, unlike the other PRs which target different subsystems or model families.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different features and code paths: AutoModel registration for glmasr vs RecurrentGemma attn dispatch support. No shared underlying bug/change." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Same general pattern, but different concrete models (RecurrentGemma vs BLIP-2/InstructBLIP). These are separate model-specific dispatch implementations, not one mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "39603f839c3f1c5b2c37475c4f94ed00318d9f4dac478d00b3d2b3cb522fb711", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one implements TRF003 around return_dict/can_return_tuple handling in model forward methods, while the other adds TRF018 for dead do_* flags in image/video processor overrides. They target different code paths and different rule families.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the more complete standalone change: it defines TRF018 in the rules documentation and applies the corresponding enforcement across image/video processor classes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the clearest representative of this cluster because it adds a new, well-scoped rule with explicit spec plus code updates; PR 45720 is a separate TRF003 fix in a different subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 for model forward return handling vs TRF018 for image/video processor boolean flag usage. They are not the same bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "ac4f87decbea0ed572991f5314ca95b5eb3ce2ca95a81ea16109453ce1419c08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4300, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a broad experimental/test-infra and model-code patch, while the other is a tiny test-only migration with deliberate failing assertions. The shared \"DO NOT MERGE\" vibe and testing context are superficial.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive representative of the cluster: it changes CI secrets and multiple model files, whereas PR 46100 is a small test-only edit with obvious placeholder failures.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best global representative because it has the larger, concrete code/config footprint; PR 46100 looks like a throwaway test migration and is less representative of meaningful work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: they do not appear to fix the same concrete code-path problem. PR 45932 touches workflow/config and several model implementations; PR 46100 only edits a ViT test file with intentional failing assertions. Shared testing context is not enough for a duplicate PR merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "92f6b6e7a47664aba208cd3f10e59b868fd6a3095e884c90cec82443ad61504c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs that all add SDPA dispatch support, but they target different architectures and code paths. They look related by theme, not duplicates of the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: CTRL, T5, and wav2vec2_conformer/bert + SeamlessM4T/v2 each implement SDPA dispatch in different model implementations and tests.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for duplication triage; each PR is a distinct model-family adaptation rather than one mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch support PRs, but one is for CTRL and the other for T5; they touch different modeling files, tests, and model-specific attention paths, so they are not the same change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Shared theme only. CTRL versus wav2vec2_conformer/bert and SeamlessM4T/v2 are distinct architectures with different code paths, so these are not duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Although both add SDPA support, they apply to different model families and require different implementations and tests; they should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "137b5da2adcc04f65479358be44d7166720049c3e285a222a5b365eb7cfc9f62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the distributed stack overlap on a few filenames, but they are not the same change: one is a focused EP/Trainer integration patch, the other is a broad distributed branch base spanning FSDP, tensor parallel, integrations, and CI.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46269 is the broader umbrella change and the more representative cluster anchor; it subsumes many distributed-system updates beyond the focused EP/trainer work in #46126.", + "best_issue_reason": null, + "best_pr_reason": "PR #46269 is the best single representative for the cluster because it is the larger, more central distributed integration branch and covers the widest set of related changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap on distributed files, but the concrete changes are different in scope and purpose. #46126 targets EP routing and trainer integration, while #46269 is a broad distributed base branch with FSDP, tensor parallel, integration, and CI changes; they do not look 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": 31, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-2", + "nodes": [ + "pull_request:46138", + "pull_request:46432" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46432" + ], + "prepared_review_unit_hash": "580340171a3a72d354e051de3bc4d833bfbb360efe02364f6cf8d364649c35b4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3863, + "estimated_input_tokens": 966, + "estimated_eval_tokens": 2188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated workflow-only PRs: one changes self-comment CI to read the comment from stdin, the other hardens ssh-runner by pinning a downloaded script, verifying its checksum, and unsetting HF_TOKEN. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46432 is the more substantial and security-relevant workflow change, with a pinned download, checksum verification, and token cleanup, so it is the better canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46432 is the strongest standalone PR here; PR 46138 is a separate minor CI plumbing change in a different workflow.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows and different changes: stdin handling for self-comment CI versus supply-chain/token hardening in ssh-runner. They do not appear to fix the same underlying bug or change the same 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": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "77e21db6fd0f5c9c867ae0321f24761fc6278fd5cd9b6046cd540b0c86648122", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs with a similar theme of removing brittle file-open source inspection, but they fix different code paths in different modules and should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the cleaner representative: it makes a concrete, test-backed fix in `modeling_utils.py` for `_can_set_attn_implementation`, replacing `open()`-based source reading with `inspect.getsource`/module inspection.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the stronger cluster exemplar because it addresses a specific runtime heuristic bug in one code path and includes tests, making it more clearly actionable than the more infrastructure-oriented import-utils change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both PRs are about avoiding brittle source-file access, but they target different functions and bugs: `import_utils.py` path/traversable resolution versus `modeling_utils.py` attention-implementation detection. They are related in style, 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": 33, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46337-4", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46366", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368", + "pull_request:46362|pull_request:46366" + ], + "prepared_review_unit_hash": "50d97a9cca2e92621a23bc103bd55f93cb604a428a54f8a75ff2e86744383cec", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8272, + "estimated_input_tokens": 2068, + "estimated_eval_tokens": 4392 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 8272, + "estimated_input_tokens": 2068, + "estimated_eval_tokens": 4392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are only loosely similar at the test-infra level, but they target different model families and different failures: Cohere2Moe device-map/offload setup, DeepSeek V4 quant-cache skipping and XPU support, and NemotronH quant-cache skipping. They are not duplicates of the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46366 is the strongest standalone candidate because it contains an actual functional test/backend adjustment for DeepSeek V4, whereas the others are narrowly scoped model-specific skips or test fixture tweaks. It is still not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failures: Cohere2Moe device-map/offload test setup versus NemotronH quant-cache incompatibility. Same broad area, but not the same code-path bug or mergeable fix." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Cohere2Moe test environment tuning for accelerate/offload is unrelated to DeepSeek V4 skipping a quant-cache test. They do not fix the same underlying problem." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both mention quant cache, but they are model-specific skips for different architectures with different cache implementations. Not the same bug and not something to merge into one PR." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46366", + "accept": false, + "reason": "DeepSeek V4 quant-cache skip and DeepSeek V4 XPU extension are different changes: one avoids a failing test, the other broadens backend coverage. They are not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 34, + "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-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "44ec209756fee8b1110062b71c2e8b91597343e9ae5a132ac3092f924e2ad8c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching, while the other adds a new HunYuan VL model package, docs, and tests. They target different code paths and could not reasonably be merged into one PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46417 is the more self-contained and representative change in the cluster: a concrete new model integration with associated docs and tests.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46417 is the best representative PR because it is a complete, coherent feature addition rather than a broad draft touching many subsystems.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes: continuous-batching multimodal support versus adding a HunYuan VL model and documentation. No shared concrete bug or code path, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/manifest.json b/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4bd270ed2a8327010127d9acdea522ed12935437 --- /dev/null +++ b/snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260605t120123z", + "artifacts": { + "hybrid": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-05T12:11:21Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260605T120123Z", + "variant": "hybrid" +} diff --git a/snapshots/20260605T120123Z/manifest.json b/snapshots/20260605T120123Z/manifest.json index d921811fb3973f72b0295103e617dfdda2b773b9..5eddfeda541eab6610ea777eab69bd4e82a7def3 100644 --- a/snapshots/20260605T120123Z/manifest.json +++ b/snapshots/20260605T120123Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1398 }, "extracted_at": "2026-06-05T12:01:23Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260605t120123z", + "runs": { + "hybrid-model-20260605t120123z": { + "analysis_id": "hybrid-model-20260605t120123z", + "artifacts": { + "hybrid": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260605T120123Z/analysis-runs/hybrid-model-20260605t120123z/manifest.json", + "model": null, + "published_at": "2026-06-05T12:11:21Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260605T120123Z", "watermark": {