diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a0ea5136d288d5076bc0678d2cb590e0f6d0b667..e8a04937418fe946bcdf3de46a06d85b791411d1 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": "20260607T000022Z", - "generated_at": "2026-06-07T00:02:38Z", + "snapshot_id": "20260607T060034Z", + "generated_at": "2026-06-07T06:08:53Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1148,6 +1148,472 @@ } ] }, + { + "cluster_id": "cluster-45183-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #46463.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46463, + "canonical_pr_number": 46465, + "issue_numbers": [ + 45183, + 46463 + ], + "pr_numbers": [ + 46465, + 46470 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46465, + "right_pr_number": 46470, + "code_similarity": 0.63, + "size_similarity": 0.737, + "file_overlap": 0.333, + "area_overlap": 1.0, + "patch_similarity": 0.214, + "shared_filenames": [ + "src/transformers/models/mt5/modeling_mt5.py", + "src/transformers/models/t5/modeling_t5.py", + "src/transformers/models/umt5/modeling_umt5.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mt5/modeling_mt5.py", + "left_ranges": [ + [ + 654, + 660 + ], + [ + 664, + 670 + ] + ], + "right_ranges": [ + [ + 654, + 660 + ], + [ + 664, + 670 + ] + ] + }, + { + "filename": "src/transformers/models/t5/modeling_t5.py", + "left_ranges": [ + [ + 643, + 649 + ], + [ + 653, + 659 + ] + ], + "right_ranges": [ + [ + 643, + 649 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/umt5/modeling_umt5.py", + "left_ranges": [ + [ + 612, + 618 + ], + [ + 622, + 628 + ] + ], + "right_ranges": [ + [ + 612, + 618 + ], + [ + 622, + 628 + ] + ] + } + ] + } + ] + }, + { + "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.", @@ -1890,7 +2356,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45183-4", + "canonical_issue_number": 46463, + "duplicate_issue_numbers": [ + 45183 + ], + "reason": "Issues in cluster-45183-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41115-3", @@ -1963,6 +2438,25 @@ "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-45183-4", + "canonical_pr_number": 46465, + "duplicate_pr_numbers": [ + 46470 + ], + "target_issue_number": 46463, + "reason": "PRs in cluster-45183-4 are treated as duplicates because they converge on issue #46463 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, @@ -1983,10 +2477,10 @@ } ], "best_issue": { - "cluster_id": "cluster-41211-3", - "issue_number": 41211, - "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", - "score": 148.0 + "cluster_id": "cluster-45183-4", + "issue_number": 46463, + "reason": "Issue #46463 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 146.0 }, "best_pr": { "cluster_id": "cluster-43979-11", diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 92f6063b2789aa85dfe70555b7ce823638e8e69f..8fd1d1671b4679f750e12d66939a5cc132157618 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260607T000022Z", - "generated_at": "2026-06-07T00:02:38Z", + "snapshot_id": "20260607T060034Z", + "generated_at": "2026-06-07T06:08:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:24643", "issue:30277", @@ -33,7 +33,6 @@ "issue:43296", "issue:43425", "issue:43541", - "issue:43572", "issue:43596", "issue:43638", "issue:43716", @@ -65,15 +64,16 @@ "issue:46165", "issue:46294", "issue:46304", - "issue:46402" + "issue:46402", + "issue:46468" ], "soft_pairs": [ "issue:44322|issue:45464", "issue:45237|issue:45685", "issue:43716|issue:45237", "issue:43828|issue:45237", + "issue:45237|issue:46468", "issue:45237|issue:45507", - "issue:44292|issue:45237", "issue:30277|issue:35545", "issue:35545|issue:42915", "issue:35545|issue:41720", @@ -87,9 +87,9 @@ "issue:43596|issue:44805", "issue:44805|issue:46294", "issue:44805|issue:45161", + "issue:46165|issue:46468", "issue:44560|issue:46165", "issue:43596|issue:46165", - "issue:43572|issue:46165", "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", @@ -104,435 +104,400 @@ "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:45874|issue:46294", + "issue:44292|issue:45237", "issue:39290|issue:45081", "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", - "issue:43541|issue:43716", "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", "issue:43716|issue:45685", "issue:44918|issue:45161", "issue:44292|issue:44918", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", "issue:43827|issue:44512", - "issue:43716|issue:44560", "issue:43828|issue:45685", "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", "issue:34928|issue:36010", - "issue:43039|issue:44805", "issue:45237|issue:46015", + "issue:43039|issue:44805", "issue:43866|issue:46402", "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720" ], - "prepared_review_unit_hash": "68fa3787b8a643ea94159edfb379bc870890b78e4a097ff570b8b060fa0afcd4", + "prepared_review_unit_hash": "9068cabf761cd78322c812403c5129fd644ad3b34c57ef2db9bf5570dfef3a8f", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 64, - "serialized_chars": 46881, - "estimated_input_tokens": 11721, - "estimated_eval_tokens": 23698 + "soft_pair_count": 65, + "serialized_chars": 47170, + "estimated_input_tokens": 11793, + "estimated_eval_tokens": 23842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidates are distinct issues across unrelated models, docs, and runtime paths. The only clear duplicate pair is the DeepSpeed ZeRO-3 / BertModel IndexError reports.", - "confidence": 0.92, - "canonical_issue_reason": "issue:43638 is the broader ZeRO-3/Bert crash report; it covers the same empty-index failure as 43596 and is the better canonical target.", + "summary": "Most items are unrelated standalone bugs or docs problems. The only clear duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds reports around Bert/Gemma3, with 43596 as the best anchor.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the duplicate ZeRO-3 index-out-of-bounds family: it states the exact error and the DeepSpeed ZeRO-3/Bert loading context clearly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the best representative of the duplicate pair because it states the training context and broader non-pretrained Bert repro more clearly.", + "best_issue_reason": "43596 best captures the shared DeepSpeed ZeRO-3 loading failure and is the most concrete, reusable representative of the accepted duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and failures: config attribute error vs streaming API failure." + "reason": "Different failures: missing Qwen3.5 config field vs chat/completions streaming error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are GPU/MoE-related, but the reported errors are unrelated code paths." + "reason": "Different hardware/runtime paths: AMD GPU failure vs MPS histogram op on Int." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: dtype mismatch in multimodal preprocessing vs AMD GPU support failure." + "reason": "Different model/runtime bug: image preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the AMD GPU execution failure." + "reason": "Different concrete issue: autocast dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:45237", - "right": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Different MoE problems with different symptoms and likely different fixes." + "reason": "Different models and symptoms; not the same underlying bug." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45237", + "right": "issue:45507", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is distinct from GPT-OSS AMD GPU incompatibility." + "reason": "Different problem: AMD GPU execution vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." + "reason": "Different code paths: DeepSpeed collective mismatch vs ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Both are model-specific failures, but not the same bug or code path." + "reason": "Different model-specific export vs FP8 configuration failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export failure and Qwen3 auto-device-map CUDA assert are unrelated." + "reason": "Different bugs: ONNX export error vs Qwen3 auto device mapping assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs cleanup are completely different issues." + "reason": "Different issues: task crash vs outdated RAG docs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they target different removed v5 references." + "reason": "Both are docs cleanups for v5 removals, but they target different removed content and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export vs missing GenerationMixin import are different regressions." + "reason": "Different issues: ONNX export failure vs GenerationMixin import regression." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different symptoms: SFT embedding unpacking vs resume-training/remote-code behavior." + "reason": "Different bugs: TRL SFT embedding unpacking vs resume/trust_remote_code loading issue." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as Gemma4 device placement mismatch." + "reason": "Different symptoms and subsystems: mask/index shape mismatch vs Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError/shape-style crashes, but on different models and failure mechanisms." + "reason": "Not the same bug; one is ZeRO-3 index error, the other is a mask shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert IndexError is unrelated to resuming training with trust_remote_code." + "reason": "Different failures: ZeRO-3 Bert loading vs resume training with locally downloaded model." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different tensor-shape failures with different model/setup contexts." + "reason": "Different errors; only one is the ZeRO-3 zero-size index issue family." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch and video feature/token mismatch are different multimodal bugs." + "reason": "Different model path: mask shape mismatch vs Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask indexing failure is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Different issue: mask/index mismatch vs GPT-OSS tensor-parallel failure." }, { - "left": "issue:44560", - "right": "issue:46165", + "left": "issue:46165", + "right": "issue:46468", "accept": false, - "reason": "Video StopIteration and resume-training issues are unrelated." + "reason": "Different bugs and contexts; no shared code-path evidence." }, { - "left": "issue:43596", + "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed/Bert IndexError is unrelated to local-model resume with remote code." + "reason": "Different model/input handling bugs; not the same underlying change." }, { - "left": "issue:43572", + "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx and resume-training are different problems." + "reason": "Different issues: ZeRO-3 Bert index error vs resume training/local model loading." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "Different subsystems: BarkProcessor voice preset vs ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different models and different DeepSpeed failures." + "reason": "Different DeepSpeed failures: collective mismatch vs ZeRO-3 Bert index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert empty-index crash; 43638 is just the broader repro." + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure during model initialization/loading; same underlying bug family." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Cross-entropy/Liger kernel issue is unrelated to GPT-OSS tensor parallelism." + "reason": "Different issues: Liger Kernel cross-entropy dispatch vs GPT-OSS tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA save/reload mismatch are different issues." + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load output mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA merge/reload output drift." + "reason": "Different issues: Qwen NVFP4 runtime error vs LoRA save/load inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Checkpointing/FSDP tensor-size mismatch is not the same as the mask-shape error." + "reason": "Different training/runtime mismatches; not the same concrete bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Training weight-shape error and collective mismatch are different DeepSpeed bugs." + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same module family, but CPU offload incompatibility and meta-to-empty uninitialized memory are distinct paths." + "reason": "Same module family, but different bugs: CPU offload incompatibility vs uninitialized inv_freq after materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 IndexError is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Different bugs: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing mismatch and custom compute_loss signature change are unrelated." + "reason": "Different failures: activation checkpointing/FSDP tensor recomputation vs trainer API signature mismatch." }, { - "left": "issue:43596", + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bugs: Phi dtype mismatch vs GPT-OSS tensor parallel failure." + }, + { + "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different failures in different training stacks; no shared underlying bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different MoE/multimodal bugs with no shared concrete code path." + "reason": "Different model-specific bugs: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Different Gemma/Qwen multimodal bugs and different symptom domains." + "reason": "Different issues: reverse embedding lookup cost vs video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and error modes; not the same change or bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM attribute error and Mistral regex patch crash are unrelated." + "reason": "Different tokenizer/config regressions; unrelated model families and failures." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are separate bugs." + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch-version incompatibility and Qwen-3 NVFP4 runtime error are different issues." + "reason": "Different incompatibilities: torch version support vs Qwen NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP/activation-checkpointing mismatch is unrelated to Qwen3 auto-device-map CUDA assert." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different bugs." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "TRl SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen3.5 issues with different failure modes." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call and MPS histogram Int limitation are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and error types." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger/cross_entropy issue is unrelated to TRL SFT embedding unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both involve ZeRO-3, but Gemma3 loading and Bert init crashes are different bugs." + "reason": "Different bugs: FSDP checkpointing recomputation vs Qwen3 device-mapping assert." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but one is about removed pipeline tasks and the other about the run command." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Multimodal dtype mismatch and video StopIteration are unrelated." + "reason": "Both are docs cleanup, but they cover different removed features and are not the same duplicate." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the MPS MoE histogram error." + "reason": "Different model/runtime bugs: autocast dtype mismatch vs MPS histogram op limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL SFT unpacking issue is unrelated to the MPS histogram error." + "reason": "Different training/runtime problems with no shared code-path evidence." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Cross-entropy/Liger kernel issue is not the same as Phi-tiny-MoE autocast mismatch." + "reason": "Different issues in different models; only broad dtype-related similarity." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and custom compute_loss signature regression are unrelated." + "reason": "Different bugs: DeepSpeed collective mismatch vs custom trainer signature breakage." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP mismatch is unrelated to GenerationMixin import removal." + "reason": "Different issues: FSDP/activation checkpointing vs GenerationMixin import error." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "Cross-entropy/Liger kernel issue is unrelated to the mask indexing crash." + "reason": "Different model/runtime bug vs docs issue." }, { - "left": "issue:45237", - "right": "issue:46015", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "AMD GPU support bug and RAG docs cleanup are unrelated." + "reason": "Different failures; same broad theme of runtime errors is not enough." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing Sam3Model weights are different issues." + "reason": "Different model corruption/load failures with no shared underlying bug." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch/version incompatibility and USE_DISTRIBUTED=0 regression are different compatibility bugs." + "reason": "Both mention torch/transformers compatibility, but they are different version and environment regressions." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "vLLM model-load failure and distributed-off build regression are unrelated." + "reason": "Different incompatibilities: vLLM/PaddleOCR-VL load failure vs USE_DISTRIBUTED=0 torch support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 issues, but the models and failure mechanisms differ." + "accept": true, + "reason": "Both describe the same ZeRO-3 index-0-out-of-bounds failure while loading models; same underlying bug family." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM attribute error and Qwen3 auto-device-map assert are unrelated." + "reason": "Different model/runtime bugs: Gemma3 config attribute missing vs Qwen3 device-mapping assert." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the duplicate call on issue:43596 / issue:43638 is conservative and supported by the text. The soft-edge verdicts also stay appropriately cautious by rejecting only when the issues clearly differ in model, failure mode, or code path. No obvious overstatement of evidence." + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds loading bug around 43596/43638/41762, and the chosen anchor is reasonable. The soft-edge verdicts stay conservative; the rejected pairs are generally separated by model, subsystem, or error mode, and the accepted ZeRO-3 pairings are well supported by nearly identical titles and contexts." }, "evaluator_used": true, "retried": false, @@ -548,10 +513,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36010", "issue:39290", @@ -605,8 +570,8 @@ "soft_pairs": [ "issue:44589|issue:46304", "issue:45823|issue:46294", - "issue:43901|issue:44512", "issue:45237|issue:45901", + "issue:43901|issue:44512", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", @@ -614,8 +579,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:43866|issue:44863", - "issue:43872|issue:46304", "issue:44292|issue:46015", + "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", "issue:43792|issue:45901", @@ -627,9 +592,9 @@ "issue:45362|issue:45464", "issue:44292|issue:45901", "issue:39290|issue:45823", + "issue:43404|issue:43866", "issue:45464|issue:45685", "issue:43541|issue:45685", - "issue:43404|issue:43866", "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", @@ -643,280 +608,299 @@ "issue:43828|issue:45464", "issue:44291|issue:45070", "issue:43366|issue:45464", - "issue:43531|issue:45070" + "issue:43531|issue:45070", + "issue:45020|issue:45800" ], - "prepared_review_unit_hash": "696100e58261ab3422857fd16b3ec74c95f133bc2511c532303d9429233f0b0d", + "prepared_review_unit_hash": "8fc7a60d906982a3f5a9a1f462e33520c59358c5ae4272109f9b5514d3c94907", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39794, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "soft_pair_count": 42, + "serialized_chars": 40101, + "estimated_input_tokens": 10026, + "estimated_eval_tokens": 20308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports, with one tokenizer-regression cluster that is similar but not strong enough to accept as a duplicate edge from titles alone. No PRs are present.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45920 is still the best canonical issue: it is the broadest tokenizer regression report, spans multiple model families, and is the clearest umbrella for nearby tokenizer complaints.", + "summary": "Most pairs are unrelated lookalikes; only the AutoTokenizer v5 regression reports (Granite-only vs broader multi-model report) appear to be the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest, most representative description of the tokenizer regression, and it subsumes the narrower Granite-specific report in issue:45812.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest representative of the shared tokenizer problem because it is broader and more central than the Granite-specific report.", + "best_issue_reason": "issue:45920 best captures the underlying bug because it generalizes the wrong-token-ID regression across multiple model families rather than one model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different failure modes: storage-object lookup vs distributed build/runtime compatibility." + "reason": "Both are transformer compatibility failures, but one is a Float8 storage lookup error and the other is a distributed/USE_DISTRIBUTED=0 breakage; different bugs." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different model paths and symptoms: device mismatch vs video feature/token mismatch." + "reason": "Different model families and different failure modes: device mismatch in Gemma4 PLE versus video-token mismatch in Qwen3.5 apply_chat_template." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:45237", + "right": "issue:45901", "accept": false, - "reason": "Both are docs-related, but they concern different APIs and different changes." + "reason": "No shared code-path signal; one is AMD GPU support for GPT-OSS, the other is a table-question-answering crash." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Unrelated model/hardware support issue versus table-question-answering crash." + "reason": "Both are docs-related, but they point to different deprecations: return_all_scores versus the removed transformers run command." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different processors/models and no clear shared code path." + "reason": "Different models and subsystems: Voxtral processor failure versus Gemma4 device placement." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross-entropy usage is unrelated to Qwen video StopIteration." + "reason": "Liger cross_entropy dispatch and Qwen3.5 video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug and outdated RAG docs are unrelated." + "reason": "One is a detokenization regression; the other is outdated RAG documentation." }, { "left": "issue:45812", "right": "issue:45920", - "accept": false, - "reason": "The titles are similar and both suggest a tokenizer regression, but there is no body-level evidence or direct linkage here; this is only a possible duplicate, not enough to accept." + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: 45920 is the broader report of wrong token IDs across model families, while 45812 is the Granite-specific instance." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure for NemotronH is unrelated to RAG documentation." + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 compatibility are different problems." + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different compatibility issues." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Both are load-related, but they involve different models and different causes." + "reason": "Checkpoint corruption in Ovis2 is not the same as NemotronH failing to load its checkpoints." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "bitsandbytes initialization incompatibility is unrelated to distributed build support." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43872", + "right": "issue:46304", "accept": false, - "reason": "Qwen NVFP4 loading error is unrelated to RAG documentation." + "reason": "bitsandbytes Int8Params constructor mismatch is a different incompatibility than distributed-disabled PyTorch support." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but the model/config contexts differ." + "reason": "Both mention sliding_window, but one is Gemma3TextConfig missing sliding_window_pattern under vLLM and the other is a Qwen3-MoE sliding_window issue; not clearly the same bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index errors, but the reported setups and failure paths differ." + "reason": "Both are IndexErrors, but the tensor shape mismatch and the zero-sized tensor out-of-bounds failure are distinct." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure is unrelated to table-question-answering." + "reason": "Whisper loading/can't run is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-loading problems with different models and likely different causes." + "reason": "Different model-load failures: GLM-4.7-Flash unit-test loading versus corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility is unrelated to the pydantic/PretrainedConfig regression." + "reason": "Torch version incompatibility and pydantic PretrainedConfig field breakage are different issues." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Zero-3/Bert index error is unrelated to torch-transformers compatibility." + "reason": "DeepSpeed ZeRO-3 Bert index error and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization bug and table QA crash are unrelated." + "reason": "Incorrect detokenization for DeepSeek coder and table-question-answering crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime issue is unrelated to the pydantic config regression." + "reason": "Whisper loading and pydantic config-field regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but the concrete failures are different." + "reason": "Both are Qwen3.5 chat-related, but the titles indicate different failures and code paths: one crashes with transformers chat, the other fails in streaming chat/completions." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:44292", + "right": "issue:45901", "accept": false, - "reason": "Streaming chat failure and MPS histogram error are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table QA crashes." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:39290", + "right": "issue:45823", "accept": false, - "reason": "Different MoE-related failures in different code paths." + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 PLE device mismatch do not describe the same underlying bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug and checkpoint corruption are unrelated." + "reason": "Tied lm_head weights in Mistral3 and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming chat failure and an MPS histogram_mps int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error and MPS histogram_mps failure are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve runtime/tracing symptoms, but not the same concrete bug." + "reason": "Both involve MoE and dtype issues, but grouped_mm tracing on Mixtral is not the same bug as autocast dtype mismatch on Phi-tiny-MoE." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are unrelated." + "reason": "Processor failure for Voxtral and a non-template-node compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and sliding_window_pattern are unrelated." + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern errors are unrelated compatibility breaks." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Version compatibility and device mismatch are different bugs." + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different failures." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are zero-size/index errors, but the exact contexts differ enough to avoid merging." + "reason": "Both are IndexErrors under DeepSpeed, but the mask-shape mismatch and the zero-sized-tensor out-of-bounds error are distinct." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are different model-support issues." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model/loader issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic field breakage are unrelated regressions." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic field regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related failures, but in different model/trainer contexts." + "reason": "Both are shape-related errors, but the mask/index mismatch and TRL embedding unpacking failure are different." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 OOM and tied-weights translation-model issues are unrelated." + "reason": "Int4 quantization OOM and tied-weights issues on translation models are unrelated." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both touch GPT-OSS/MoE, but the failure modes are different and not clearly mergeable." + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel-only issue are different." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights TypeError is not the same as the PretrainedConfig regression." + "reason": "init_empty_weights/_is_hf_initialized TypeError and the pydantic PretrainedConfig regression are separate compatibility bugs." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming failure are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding_window handling and pydantic config regression are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and a pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code model breakage and torch 2.4.1/transformers 5.8.0 incompatibility are different issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but the accepted soft-edge verdict for issue:45812 \u2194 issue:45920 is too strong for the packet. The evidence here is only title-level similarity plus a high soft-similarity score; there is no body content or direct linkage proving they share the same root cause. Since `deterministic_accept` is false, this should stay a tentative/possible duplicate rather than an accepted one. The rest of the verdicts look conservative, and there are no PRs in the packet." + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The 45812 \u2194 45920 linkage is well supported by the issue titles, and the broader canonicalization to 45920 is reasonable." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -928,12 +912,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36331", + "issue:38175", "issue:39186", "issue:39692", "issue:40990", @@ -968,7 +953,6 @@ "issue:44928", "issue:44960", "issue:45005", - "issue:45020", "issue:45183", "issue:45399", "issue:45507", @@ -984,7 +968,6 @@ ], "soft_pairs": [ "issue:43716|issue:46294", - "issue:45020|issue:45800", "issue:43541|issue:44589", "issue:44479|issue:46294", "issue:41093|issue:43596", @@ -994,15 +977,15 @@ "issue:39186|issue:44918", "issue:43716|issue:44918", "issue:40990|issue:44960", - "issue:43645|issue:45399", "issue:45632|issue:45698", + "issue:43645|issue:45399", "issue:43404|issue:45005", "issue:42915|issue:45399", - "issue:44530|issue:45005", "issue:43873|issue:45005", + "issue:44530|issue:45005", "issue:44863|issue:45005", - "issue:44360|issue:44512", "issue:45183|issue:46463", + "issue:44360|issue:44512", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -1015,243 +998,244 @@ "issue:43872|issue:44589", "issue:43950|issue:45902", "issue:43054|issue:45701", - "issue:43866|issue:44403" + "issue:43866|issue:44403", + "issue:38175|issue:43054" ], - "prepared_review_unit_hash": "75859e9a245cdc1746c61e70db25f981ed3becc9bcde05b570b636affde97ba8", + "prepared_review_unit_hash": "320f8e07d41bb85ccfb6179ee56a66c0c29b4aac90cdad438de0c6ea3d8f2878", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37529, - "estimated_input_tokens": 9383, - "estimated_eval_tokens": 19022 + "serialized_chars": 37535, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers issues. The only clear duplicate-like pair is the v5 non-persistent-buffer regression reports; most other soft pairs share a subsystem or symptom wording but not the same underlying bug.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 43950 is the most central and general report for the confirmed duplicate theme: a Transformers 5.x regression that corrupts non-persistent buffers on load. Its wording matches the broader downstream reports and best captures the underlying defect.", + "summary": "The cluster is still mostly a set of small duplicate-prone subgroups, with the strongest one centered on the Transformers v5 non-persistent-buffer regression. I tightened the custom-module pair: 45632/45698 is too under-specified to call a duplicate confidently, so it should stay rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the strongest representative issue: it describes a concrete Transformers v5 regression with a clear mechanism (non-persistent buffer corruption) and cleanly covers the related buffer-materialization reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 is the best representative of the only strong duplicate cluster in this set because it states the regression clearly and broadly, without being narrowed to a single model or workaround.", + "best_issue_reason": "issue:43950 is the best overall issue candidate because it is specific, reproducible, and has the clearest duplicate neighborhood among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal dtype/video/image handling, but they describe different failures and model families: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5 video feature/token mismatch." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "One is about recent transformers breaking remote_code models; the other is a specific torch/transformers version incompatibility. Shared broad dependency context, but not the same bug." + "reason": "Both are multimodal input-mismatch reports, but they involve different models and different failure points, so they do not look like the same concrete bug." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "These are unrelated runtime failures: grouped_mm tracing in Mixtral float32 vs missing Float8 storage type. Different code paths and root causes." + "reason": "These describe different failures: torch dynamo grouped_mm tracing versus a missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both mention video input regressions, but one is a v5.3.0 regression across several Qwen VL variants, while the other is a chat-template feature/token count mismatch for Qwen3.5-9B." + "accept": true, + "reason": "Both point to the same Qwen video-input regression family: video feature/token handling and chat-template mismatch in Qwen3.5 models." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index/shape errors under ZeRO-3, but the reported tensors and failure modes differ: mask-length mismatch vs zero-sized index access in BertModel." + "reason": "Both are index/shape errors, but the titles suggest different code paths and symptoms; that is too broad to treat as one bug." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both concern SigLIP2 quality/behavior, but one reports degraded text embeddings while the other reports nonsensical AutoModel/pipeline outputs. Not enough evidence of the same underlying defect." + "accept": true, + "reason": "Both are SigLIP2 model-quality reports with broadly the same bad-output symptom, so they plausibly reflect the same underlying model/processor issue." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Both touch Qwen 3.5/3.6 multimodal internals, but one is config unwrapping in AutoModelForCausalLM.from_config and the other is uninitialized rotary embedding memory after materialization." + "reason": "These are different bugs: composite-config unwrapping versus uninitialized rotary embedding memory after materialization." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "Undefined tf backend from missing TensorFlow is unrelated to the torch/transformers incompatibility report." + "reason": "Unrelated dependency/backend problems; there is no shared concrete failure mode." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different concrete failures: FSDP 'weight must be 2-D' versus TRL SFT trainer unpacking Qwen3.5 input embeddings." + "reason": "Different failures and different paths: FSDP weight-shape error versus TRL input-embedding unpacking." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Both are model-specific training/inference issues, but they affect different models and different mechanisms: Mistral-3 dtype handling vs Qwen3.5 SFT embedding unpacking." + "reason": "Only a broad overlap around multimodal/training; the model families and actual bugs differ." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "These are entirely different model reports with no shared code-path or symptom beyond being performance/runtime complaints." + "reason": "No clear shared bug beyond both being model-behavior complaints." }, { - "left": "issue:43645", - "right": "issue:45399", + "left": "issue:45632", + "right": "issue:45698", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn2 fallback gating are separate v5 issues with different triggers and fixes." + "reason": "The titles only share a loose custom-module/loading theme; they do not clearly identify the same bug or a specific cache-collision mechanism, so the duplicate claim is too speculative." }, { - "left": "issue:45632", - "right": "issue:45698", + "left": "issue:43645", + "right": "issue:45399", "accept": false, - "reason": "Both involve custom remote-code loading, but one is a cache path collision for same leaf directory names, while the other is loading the wrong custom module after save_pretrained. Similar area, different bug." + "reason": "Different issues: Jupyter/custom-model initialization regression versus flash-attn2 fallback gating." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and tied-weight issues in translation models are different implementation problems, not the same underlying bug." + "reason": "Both mention tied weights, but they appear to affect different model classes and likely require different fixes." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to flash-attn2 fallback selection logic." + "reason": "Quantization/FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." }, { - "left": "issue:44530", + "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention group-type crash and tied-weights translation issues are unrelated." + "reason": "Quantized offloading behavior is not the same bug as tied-weights regression." }, { - "left": "issue:43873", + "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weight translation issues do not share a code path." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weight handling." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weight translation issues are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44512", - "accept": false, - "reason": "A DSA indexer discussion has no meaningful overlap with a docs notice about the removed transformers run command." + "reason": "NemotronH checkpoint loading failure is a different problem from translation-model weight tying." }, { "left": "issue:45183", "right": "issue:46463", + "accept": true, + "reason": "Both are input-validation/XOR-check issues that produce wrong or misleading errors, and 46463 looks like a model-specific instance of the broader validation bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", "accept": false, - "reason": "Both concern input validation/error messages, but they target different model families and different validation logic." + "reason": "Completely different topics: DSA indexer discussion versus docs about a removed command." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated bugs." + "reason": "Different model/trainer path versus an invalid-method-call bug." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to the removed run command documentation issue." + "reason": "Both are documentation-adjacent, but they are not the same issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization in v5 and Qwen-3-8B-NVFP4 runtime errors are different problems." + "reason": "Different models and different failures; no clear shared bug." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime issues and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Unrelated model execution failure versus invalid method call." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These describe the same regression: Transformers v5 mishandles non-persistent buffers during loading/materialization, causing junk values to appear." + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5, just phrased differently." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation example errors and SigLIP2 embedding quality complaints are different symptom classes and likely different root causes." + "reason": "They are both SigLIP2-related, but one is a docs/example mismatch plus quantization failure while the other is an output-quality regression." }, { "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "Both concern non-persistent buffers, but 43644 is a broad 5.0.0 buffers-junk report while 43950 specifically describes from_pretrained corruption. Related, but not enough to call a duplicate with the evidence given." + "accept": true, + "reason": "These are the same non-persistent-buffer v5 regression, with 43644 as the broader symptom report and 43950 as the specific manifestation." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer num_items_in_batch and Gemma3 ZeRO-3 zero-size index errors are unrelated." + "reason": "Different issues: custom trainer API mismatch versus ZeRO-3 loading index error." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both mention dtype-related failures, but one is an autocast dtype mismatch in Phi-tiny-MoE and the other is a Qwen3.5 RLHF NaN/position_ids instability issue." + "reason": "Both involve dtype/training instability, but the model, mechanism, and failure mode differ." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Bitsandbytes __new__ keyword incompatibility is unrelated to missing Float8 storage support." + "reason": "Different quantization/storage compatibility failures." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both touch buffer/materialization behavior, but 43950 is a non-persistent-buffer load regression while 45902 is an uninitialized rotary embedding frequency issue after meta-to-empty materialization." + "accept": true, + "reason": "Both indicate the same non-persistent-buffer initialization/materialization problem; 45902 is a specific manifestation." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and tokenization-version changes are separate user-visible problems." + "reason": "SigLIP2 embedding quality and version-dependent tokenization are different issues." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and noisy model-loading logs are unrelated." + "reason": "Checkpoint corruption and noisy load logging are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms are not specific enough to confirm the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is well grounded in the packet and stays conservative on the soft-edge pairs. The 43950/44534 duplicate call is strongly supported by the titles and descriptions, while the other pair rejections avoid overclaiming similarity. The wording is a bit stronger than the evidence in places (\u201cconfirmed duplicate theme\u201d), but not enough to invalidate the overall judgment." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45632 vs issue:45698 is only supported by a loose shared theme around custom-module loading, not by a clear title-level indication of the same bug or a specific cache-collision mechanism. That makes the duplicate claim stronger than the packet justifies. The non-persistent-buffer grouping around issue:43950 is reasonable, but the 45632/45698 verdict breaks the requested conservative bar." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1264,13 +1248,12 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36331", - "issue:38175", "issue:41093", "issue:41553", "issue:41762", @@ -1319,7 +1302,6 @@ "issue:46315" ], "soft_pairs": [ - "issue:38175|issue:43054", "issue:41553|issue:43883", "issue:44910|issue:45859", "issue:45663|issue:45902", @@ -1329,18 +1311,18 @@ "issue:44403|issue:44451", "issue:43975|issue:45520", "issue:44403|issue:44488", - "issue:43643|issue:45020", "issue:42947|issue:43856", + "issue:43643|issue:45020", "issue:41762|issue:42915", - "issue:45685|issue:45823", "issue:43782|issue:44960", + "issue:45685|issue:45823", "issue:43824|issue:43872", - "issue:44991|issue:45399", "issue:43881|issue:43883", + "issue:44991|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:43828|issue:45823", "issue:42491|issue:44368", + "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45715|issue:46315", "issue:45020|issue:45356", @@ -1352,236 +1334,230 @@ "issue:43792|issue:44220", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "d6b01a2b48e74a09c8aecbb50f27932a2a5adcf9e2e7b13a79efb72db1ef8161", + "prepared_review_unit_hash": "5e1de58b5c108359241082186f46e25c0a759056ddcf0f755125ec8933bf9481", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37693, - "estimated_input_tokens": 9424, - "estimated_eval_tokens": 19104 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only apparent subthreads are a SigLIP2 correctness group and a docs-v5 pipeline-removal group, but the evidence is too weak to merge those pairs as duplicates.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 43493 is the strongest standalone issue in the cluster because it is the clearest SigLIP2 implementation discrepancy report and the best representative of that small subthread, but it should not be treated as a confirmed duplicate target for the other SigLIP2 ticket.", + "summary": "Mostly a heterogeneous cluster with several unrelated model-loading/tokenizer/perf reports. I only accept a few clear duplicate subgroups: the removed-v5 pipeline docs issue, the `_is_hf_initialized`/`init_empty_weights` loading regression, and the SigLIP2 implementation discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report of the shared `_is_hf_initialized`/`init_empty_weights` regression and is the best anchor among the true duplicates in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the best overall issue candidate because it is the most concrete and technically specific report among the otherwise unrelated issues, with the broadest potential to anchor the SigLIP2 subgroup.", + "best_issue_reason": "issue:44291 is the best overall issue representative because it precisely states the failure mode, version range, and concrete loading path, making it the most useful dedupe target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:43054", - "accept": false, - "reason": "Same general model family, but the packet only shows topical SigLIP2 similarity; it does not establish the same concrete bug or change." - }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures in different model-loading paths; no shared underlying bug is evident." + "reason": "Both are model-specific loading failures, but Voxtral error messaging and Molmo tied-weights behavior are different bugs." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention packed-sequence handling and Qwen3_5 MoE CPU-offload rotary embedding are different code-path problems." + "reason": "Same model family, but one is a Flash Attention packed-sequence crash and the other is CPU-offload incompatibility in rotary embedding; different code paths." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model paths and symptoms: Gemma4 FSDP2 KeyError versus Qwen3_5 MoE uninitialized-memory behavior." + "reason": "Different models and different failures: FSDP2 shared_kv_states KeyError vs uninitialized inv_freq after meta->to_empty(cuda)." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory regression are not the same bug." + "reason": "Both are memory/training complaints, but gradient checkpointing under LoRA and int4 CUDA reserved-memory OOM are distinct problems." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Both are SigLIP2-related, but the evidence only supports weak topical similarity, not the same underlying defect." + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch/regression that makes HF outputs diverge from the original JAX behavior and hurts text embeddings." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading issues, but for different models and different failure modes." + "reason": "Different model load failures with no evidence of the same root cause." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise versus a specific ScandiBERT load failure; too broad to merge." + "reason": "Generic loading noise versus a specific ScandiBERT tokenizer/model load failure; not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and flash_attn import KeyError are unrelated." + "reason": "Detokenization regression and `flash_attn` import error are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both concern model loading, but they describe different checkpoints and different symptoms." + "reason": "One is a general loading-noise complaint; the other is a specific model load failure for cjvt/sleng-bert." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:42947", + "right": "issue:43856", "accept": false, - "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression." + "reason": "Both mention memory, but they describe different Qwen MoE training issues and different symptoms." }, { - "left": "issue:42947", - "right": "issue:43856", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Different bugs: LoRA checkpointing behavior versus MoE memory usage." + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as the broader remote-code breakage report." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model/config failures with no clear shared code path." + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated model/config bugs." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "MPS histogram op support and Gemma4 device-map mismatch are unrelated." + "reason": "Different models and error surfaces; no shared concrete bug." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different models and symptom classes; no evidence of the same defect." + "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device-map mismatch during forward." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing class import and bitsandbytes constructor incompatibility are different problems." + "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` are different failure modes." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Tokenizer load failure and flash-attn fallback gating are separate issues." + "reason": "GLM-4V loading failure and Molmo missing `all_tied_weights_keys` are unrelated model bugs." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Different model-loading errors with different likely root causes." + "reason": "Tokenizer-loading regression and flash-attn2 fallback gating are unrelated." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code breakage and Gemma4 device placement during forward are not the same bug." + "reason": "Remote-code model breakage and Gemma4 device placement are different issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping failure is not the same as the broader remote_code regression." - }, - { - "left": "issue:43828", - "right": "issue:45823", - "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are different runtime bugs." + "reason": "`add-new-model-like` tokenizer mapping bug is not the same as the broader remote-code regression." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and a tie_word_embeddings warning are not the same issue." + "reason": "LoRA compatibility across HF versions and a tied-embeddings warning are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash is unrelated to flash-attn fallback checks." + "reason": "Mistral tokenizer regex crash and flash-attn2 fallback blocking are different subsystems." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different APIs and code paths." + "reason": "Both are tokenizer performance regressions, but they affect different APIs and likely different hot paths." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code breakage and Kimi-K2.5 tokenizer codec regression are different concrete problems." + "reason": "Broad remote-code breakage and Kimi-K2.5 tokenizer regression are not the same concrete bug." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback blocking are unrelated." + "reason": "MobileLLM loading failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug and non-persistent buffer corruption are separate state-loading issues." + "reason": "Tied lm_head weights in Mistral3 and non-persistent buffer corruption are different code-path bugs." }, { "left": "issue:43827", "right": "issue:44509", - "accept": false, - "reason": "The docs issues are related by topic, but the packet evidence is only broad topical overlap; it does not justify treating them as the same cleanup ticket." + "accept": true, + "reason": "Both are the same v5 docs cleanup: stale references to removed pipeline tasks after pipeline removals." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "The two _is_hf_initialized-related reports target different loading paths and are not clearly the same bug." + "accept": true, + "reason": "These describe the same `_is_hf_initialized` TypeError during model loading with `init_empty_weights` in Transformers 5.x." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different failures: Qwen3 MoE FineGrainedFP8Config versus bitsandbytes constructor incompatibility." + "reason": "Qwen3Moe FP8 failure and the bitsandbytes `_is_hf_initialized` TypeError are unrelated." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "A vague Whisper load complaint does not match a specific fbank feature extraction issue." + "reason": "Both are Whisper-related, but one is a generic run failure and the other is a specific fbank feature-extraction issue; not enough evidence they are the same bug." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "CustomTrainer unexpected kwarg error and mask/tensor shape mismatch are unrelated." + "reason": "Completely different errors: custom trainer signature mismatch versus tensor-mask shape mismatch." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too assertive for the packet. In particular, the two accepted soft pairs are not grounded strongly enough: issue:43054 vs issue:43493 and issue:43827 vs issue:44509 are only supported by broad topical similarity in the packet, and the packet\u2019s own soft-pair metadata marks both as non-deterministic accepts. The cluster may indeed contain related SigLIP2 and docs subthreads, but calling them likely duplicates / the same documentation cleanup overstates the evidence. The conservative path would be to reject those soft-edge merges or phrase them as weak similarities rather than likely duplicates." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate groups are supported by the issue titles: the v5 docs/pipeline cleanup pair, the `_is_hf_initialized` / `init_empty_weights` loading regression pair, and the SigLIP2 discrepancy pair. The rejected soft-edge pairs are phrased cautiously and do not overclaim a match without stronger evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1593,10 +1569,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:24643", "issue:30064", @@ -1611,9 +1587,9 @@ "issue:43366", "issue:43531", "issue:43550", - "issue:43632", "issue:43645", "issue:43646", + "issue:43716", "issue:43824", "issue:43828", "issue:43854", @@ -1648,8 +1624,8 @@ "issue:46402" ], "soft_pairs": [ - "issue:42947|issue:45923", "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43854|issue:44863", @@ -1665,10 +1641,11 @@ "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:44155|issue:45584", + "issue:43716|issue:44560", "issue:43950|issue:45834", + "issue:43824|issue:43957", "issue:44560|issue:45685", "issue:43366|issue:44589", - "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:43645|issue:43646", "issue:43550|issue:44910", @@ -1677,233 +1654,205 @@ "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:44560|issue:44805", - "issue:38175|issue:43994", - "issue:43632|issue:45834" + "issue:38175|issue:43994" ], - "prepared_review_unit_hash": "2c65342f00d49cd7c69545ab3d1ec32002f476d98d5fab52731e891ab36725f0", + "prepared_review_unit_hash": "14db6cf623108edddb7731073f8bad63aaf7273151b41e1ac42ff6d3996d11a7", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37144, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37154, + "estimated_input_tokens": 9289, + "estimated_eval_tokens": 18834 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers regressions, heavily concentrated around model loading / initialization issues. Only one soft pair looks like a true duplicate; the rest are similar at the theme level but not the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43957 is the broadest, most representative loader-regression report in the set: it describes a generic v5+ meta-device loading breakage that can plausibly subsume several narrower model-loading failures.", + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports; several are about model-loading regressions, but the soft pairs are not convincing duplicates on titles alone. No PRs are present. The broadest issue here is the generic model-loading regression under Transformers 5.x.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43957 is the broadest and most representative of the shared subtheme: Transformers 5.x model-loading failures across multiple models and loading modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43957 is the best global representative because it is the most general and reusable description of the dominant theme in the cluster (transformers v5 loading regressions).", + "best_issue_reason": "issue:43957 best captures the cluster's dominant model-loading regression theme and is the most useful umbrella issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different problems: PEFT/LoRA gradient-checkpointing behavior vs a missing trust_remote_code flag on a Nemotron-3-Nano-Omni variant." + "reason": "Both involve Qwen/DeepSpeed training, but one is weight loading under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs; different bugs." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both mention DeepSpeed, but one is Qwen3-MoE weight conversion/loading and the other is gradient averaging with GAS; different code paths and failures." + "reason": "Both touch training features, but gradient checkpointing ineffectiveness and a missing supports_gradient_checkpointing flag are not the same failure." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but for different models and different failure surfaces (Voxtral error message vs EMBEDDIA/est-roberta load failure)." + "reason": "Both are tokenizer-loading problems, but they affect different models and describe different symptoms/root causes." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 load failures, but they affect different Qwen model families and report different missing-weight symptoms; not clearly one bug." + "reason": "Both are ZeRO-3 weight-loading failures, but the affected model families and reported missing components differ; not enough to call them duplicates." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "A generic unit-test loading failure versus a specific NemotronH checkpoint-loading bug; different models and root causes." + "reason": "Both are model-loading failures, but they concern different architectures and checkpoints." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Qwen3.5 RLHF/position_ids/SDPA instability is unrelated to a flash_attention.py AttributeError on s_aux=None." + "reason": "These describe unrelated bugs: RLHF NaNs from 3D position_ids versus an AttributeError in flash_attention.py for sink-less models." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "The error text is similar, but there is not enough evidence they are the same underlying mask-shape bug rather than separate occurrences in different contexts." + "reason": "The error text is similar, but the mask/tensor shape mismatch could arise from many distinct code paths; no clear same-root-cause evidence." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both involve Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is a Qwen3-vl-embedding StopIteration; not the same concrete fix." + "reason": "Both involve Qwen video/VL paths, but one is a broad video-input regression and the other is a specific embedding StopIteration; too different to merge confidently." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model-loading failures: Voxtral error messaging versus a sleng-bert load failure." + "reason": "Different models and different loading symptoms; only a vague tokenizer-loading overlap." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different architectures and failure modes: NemotronH checkpoint loading versus Sam3 text-encoder weights not loading." + "reason": "Both are checkpoint-loading issues, but they affect different models and likely different loader code paths." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error and void-segmentation-map image-processor bug are unrelated." + "reason": "Completely unrelated: DeepSpeed training weight shape error versus image processor segmentation-map handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to NemotronH checkpoint loading." + "reason": "PagedAttentionCache/linear_attention crash and checkpoint-loading failure are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss architecture support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "No meaningful overlap beyond both being model-specific bugs; architecture support and autocast dtype mismatch are separate issues." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position-related code, but they are different models and different bugs (rope scaling vs uninitialized inv_freq after meta->to_empty)." + "reason": "Different subsystems entirely: Qwen2.5-VL rope indexing versus Qwen3.5-MoE rotary embedding materialization." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4, but one is an FSDP2 KeyError in attention and the other is a device mismatch with device_map='auto'; distinct issues." + "reason": "Same model family, but one is an FSDP2 shared-state KeyError and the other is a device-map forward mismatch; distinct bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated: gpt-oss GGUF support versus a sliding_window issue in Qwen3-MoE." + "reason": "Unrelated Qwen3-MoE sliding-window bug versus gpt-oss GGUF support request." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched embedding leak and Whisper empty-transcription failure are different models and different code paths." + "reason": "AudioFlamingo batching leak and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3-VL video input StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent-buffer regression and Kosmos2.5 OCR index error are unrelated." + "reason": "A from_pretrained buffer regression and a long-ocr index error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing exported class is not the same as meta-device model-loading breakage." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram-on-Int MoE error are unrelated." + "reason": "Video-input StopIteration and an MPS histogram not implemented error are unrelated." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support is unrelated to the Float8 storage lookup/type error." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "Importing Qwen2.5_VLForConditionalGeneration is a different failure from meta-device model loading breakage." + "reason": "GGUF architecture support and Float8 storage lookup failure are different bugs." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure is a separate bug from the meta-device loading regression." + "reason": "FineGrainedFP8Config failure is a separate Qwen3-MoE quantization issue, not the generic meta-device loading regression." }, { "left": "issue:43645", "right": "issue:43646", - "accept": true, - "reason": "These describe the same custom-model-initialization regression in Transformers 5.0.0; the notebook report is just a narrower manifestation of the general issue." + "accept": false, + "reason": "Very close, but one is notebook-specific custom-model initialization while the other is a broader custom-model initialization regression; not enough evidence they are the same bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Bamba torch.compile/SDPA crash and Qwen3.5 flash-attention illegal memory access from 3D position_ids are different problems." - }, - { - "left": "issue:44560", - "right": "issue:44918", - "accept": false, - "reason": "Both involve Qwen video/input processing, but one is a video StopIteration regression and the other is an unpacking failure in TRL SFT; not the same bug." - }, - { - "left": "issue:42617", - "right": "issue:43366", - "accept": false, - "reason": "A 3d_parallel.py runtime failure is unrelated to gpt-oss GGUF architecture support." - }, - { - "left": "issue:36010", - "right": "issue:42915", - "accept": false, - "reason": "GenerationMixin import failure and Qwen3MoE FP8 loading failure are unrelated." - }, - { - "left": "issue:44661", - "right": "issue:45823", - "accept": false, - "reason": "Tokenizer-mapping maintenance bug and Gemma4 PLE device mismatch are unrelated." + "reason": "torch.compile/SDPA failure on Bamba and Flash Attention illegal memory access on Qwen3.5 are distinct model/runtime issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration and a generic mask/tensor shape mismatch are different issues." + "reason": "Both mention index-type failures only superficially; the video StopIteration and mask/tensor shape mismatch are not the same bug." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Both are about siglip2, but one reports zero probabilities while the other reports nonsensical outputs via AutoModel/pipeline; related model family, but not enough to treat as one concrete bug." - }, - { - "left": "issue:43632", - "right": "issue:45834", - "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 OCR long-input index error are unrelated." + "reason": "Both concern SigLIP2 outputs, but one is zero probabilities while the other is nonsensical AutoModel/pipeline results; not a clear duplicate." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed dominated by broadly similar Transformers loading/initialization regressions, and the one accepted duplicate pair (43645/43646) is plausible from the titles. The false soft-edge calls are mostly well-justified by model/failure-surface differences, without overstating 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 }, @@ -1915,10 +1864,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:38175", "issue:39692", @@ -1927,9 +1876,8 @@ "issue:42915", "issue:43257", "issue:43317", - "issue:43404", - "issue:43454", "issue:43596", + "issue:43632", "issue:43638", "issue:43644", "issue:43645", @@ -1951,7 +1899,6 @@ "issue:44756", "issue:44805", "issue:44877", - "issue:44910", "issue:44960", "issue:44977", "issue:44991", @@ -1964,11 +1911,14 @@ "issue:45362", "issue:45406", "issue:45488", - "issue:45588", + "issue:45507", "issue:45812", - "issue:46050" + "issue:45834", + "issue:46050", + "issue:46468" ], "soft_pairs": [ + "issue:43632|issue:45834", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44877|issue:45030", @@ -1978,234 +1928,221 @@ "issue:43644|issue:44534", "issue:42491|issue:43720", "issue:41720|issue:42915", - "issue:42915|issue:44756", "issue:44960|issue:44977", "issue:44451|issue:44488", + "issue:42915|issue:44756", "issue:45313|issue:45357", "issue:42491|issue:45276", + "issue:45507|issue:46468", "issue:44488|issue:44991", - "issue:39692|issue:43994", "issue:43708|issue:44075", + "issue:39692|issue:43994", "issue:43644|issue:43645", "issue:45488|issue:45812", "issue:43856|issue:43873", "issue:43854|issue:43931", - "issue:43856|issue:44387", "issue:43257|issue:43854", + "issue:43856|issue:44387", "issue:45362|issue:45406", - "issue:44960|issue:46050", "issue:42491|issue:45292", + "issue:44960|issue:46050", "issue:42491|issue:43931", - "issue:44164|issue:44291", "issue:45276|issue:45335", - "issue:44910|issue:45588", - "issue:43404|issue:43454" + "issue:44164|issue:44291" ], - "prepared_review_unit_hash": "2d20bc68b79aef52c3b51667d779524e0912f687a2fc088c8f6a0d114eb9b9a2", + "prepared_review_unit_hash": "2c036efdb8d8db50021061e50bb62599099d3b64da5f5fc18c45a280747eb914", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36470, - "estimated_input_tokens": 9118, - "estimated_eval_tokens": 18492 + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed set of Transformers bug reports with a few clear duplicate pairs. The strongest true duplicates are the non-persistent-buffer regression and the resize_token_embeddings propagation bug; most other soft pairs are related only at a broad subsystem level, not the same underlying defect.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed report in the set, with the most inbound references and a wide user-facing failure mode around quantization/offloading. It is the best single anchor for the cluster even though the cluster itself is heterogeneous.", + "summary": "This cluster is still mostly heterogeneous, with a few small duplicate pockets. The clearest one is the Transformers v5 non-persistent-buffer regression around 43644/44534, which looks like the same bug reported in near-exactly similar terms; there is also a likely duplicate pocket around `resize_token_embeddings` propagation.", + "confidence": 0.77, + "canonical_issue_reason": "43644 is the cleanest canonical anchor because it sits at the center of the clearest duplicate pocket: 44534 describes the same Transformers v5 non-persistent-buffer junk regression in near-exactly similar terms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue overall: it is actively discussed, has multiple inbound references, and describes a broadly impactful runtime failure rather than a narrow model-specific edge case.", + "best_issue_reason": "43644 is the strongest representative issue in this set; it anchors the clearest duplicate pocket and is more central than the more model-specific one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` flag regression vs a Kosmos2.5 long-input index error." + }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failures: a ZeRO-3 BertModel IndexError versus a tokenizer-mapping registration bug." + "reason": "Different failure modes: ZeRO-3 index error on BertModel vs `add-new-model-like`/`TOKENIZER_MAPPING_NAMES` logic." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "These describe unrelated bugs: BertModel/ZeRO-3 init failure vs add-new-model-like tokenizer mapping behavior." + "reason": "Unrelated: zero3/BertModel index error vs tokenizer-mapping model registration bug." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve loading/config validation, but the model families and failure modes differ; not clearly the same bug." + "reason": "Both are config-validation issues, but for different models and different checks; not the same underlying bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping registration and a mask shape IndexError are unrelated code paths." + "reason": "Model-registration/tokenizer-mapping issue vs a mask-shape IndexError in a different code path." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Offload/dequantized loading failure and Strix Halo mmap OOM are different problems." + "reason": "Different problems: dequantized loading with device_map offload vs Strix Halo mmap OOM mitigation." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a doc example with model/processor mismatch plus quantization failure." + "reason": "Same model family, but one is zero probabilities at inference and the other is docs-example/model-processor mismatch plus quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers 5.x fills non-persistent buffers with junk." + "reason": "Same regression: both describe Transformers v5 filling non-persistent buffers with junk; the titles are near-exact variants of the same bug report." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different models and failures; shared training/loading context is too broad to treat as one bug." + "reason": "Different issues: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weights not unpacked during accelerate loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-related, but cudaErrorAssert on A800 and FineGrainedFP8Config failure are distinct issues." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated failures: Qwen3Moe FP8 config versus Strix Halo mmap/OOM." + "reason": "Both involve Qwen3 family, but one is a device-mapping cuda assert and the other is a FineGrainedFP8Config failure." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different flash-attention behavior." + "reason": "Different models and code paths: GLM5 vs Qwen3.5 flash-attention generation." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but the reports are for different models and no shared root cause is established." + "reason": "Both are model-loading regressions, but they are for different model repos and there is no clear evidence of the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both mention SigLIP2, but one is a doc example with extra errors while the other is a general nonsensical-results report." + "reason": "Trainer checkpoint-resume step counting vs SGD optimizer arguments are unrelated." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Trainer checkpoint step calculation and SGD argument handling are unrelated." + "reason": "Both are SigLIP2-related, but one is docs/example breakage and the other is bad outputs from AutoModel/pipeline." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to notebook custom-model initialization failures." + "reason": "Buffer-junk regression vs Jupyter custom-model initialization problem; different symptoms and code paths." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure mechanisms." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer mechanisms." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency and quantization/offloading failure are related only at a very broad resource-management level." + "reason": "Different issues: Qwen3 MoE training memory inefficiency vs quantization offloading not working as expected." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model families and different loading errors." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Different symptoms: Qwen3 MoE training memory usage versus int4 quantization OOM regression." + "reason": "Different loading failures for different model families; no shared concrete bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Accelerate+DeepSpeed MoE weight conversion and GLM-4.7-Flash load tests are not the same bug." + "reason": "Accelerate+DeepSpeed Qwen3 MoE weight conversion issue vs GLM-4.7-Flash unit-test loading issue." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are different failures." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization causing OOM." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "GLM5 loading/training issue versus quantized save_pretrained/from_pretrained breakage." + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer`; unrelated." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe compatibility and gemma4 resize_token_embeddings propagation are unrelated." + "reason": "Qwen3 MoE LoRA/version-compatibility issue vs Gemma4 `resize_token_embeddings` behavior." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "No shared underlying bug: LoRA/qwen3_moe compatibility versus Qwen3-VL weight-shape mismatch." + "reason": "GLM5 issue vs sinq quantization save/load breakage; different bugs." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Save/load extra_state handling and init_empty_weights unexpected argument are separate loading bugs." + "reason": "Different model families and failure modes: LoRA/version compatibility vs Qwen3-VL shape mismatch." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/input embeddings." - }, - { - "left": "issue:44910", - "right": "issue:45588", - "accept": false, - "reason": "Both touch flash-attention, but one is a position_ids packing crash and the other is an s_aux=None AttributeError." + "reason": "Same underlying `resize_token_embeddings` regression: the resized embeddings are not propagated to model-specific output/decoder embeddings." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Both are lm_head tying issues, but they appear model-specific rather than one concrete shared code-path bug." + "reason": "Both involve save/load paths, but extra_state handling and `_is_hf_initialized` argument errors are different bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the conservative stance on most soft pairs is appropriate. The two accepted duplicate pairs are well supported by near-identical titles and matching bug descriptions, and the canonical issue choice is defensible from the discussion/inbound-reference signals." + "accept": false, + "feedback": "The cluster-level read is mostly grounded and the soft-edge verdicts are conservative, but one key claim is a bit too strong for the packet: `43644`/`44534` look like a near-exact duplicate pair, not an exact title-level duplicate. Please soften that wording (e.g. \u201cnear-exact\u201d or \u201csame regression\u201d) and avoid implying stronger evidence than the titles alone show." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2218,10 +2155,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36010", "issue:39404", @@ -2230,12 +2167,12 @@ "issue:42947", "issue:43335", "issue:43381", + "issue:43404", "issue:43425", - "issue:43611", + "issue:43454", "issue:43645", "issue:43646", "issue:43708", - "issue:43716", "issue:43828", "issue:43854", "issue:43873", @@ -2246,13 +2183,12 @@ "issue:44292", "issue:44387", "issue:44402", - "issue:44451", "issue:44479", "issue:44488", - "issue:44589", - "issue:44683", "issue:44756", + "issue:44863", "issue:44877", + "issue:44910", "issue:44912", "issue:44928", "issue:44960", @@ -2263,18 +2199,21 @@ "issue:45588", "issue:45663", "issue:45684", + "issue:45685", "issue:45698", - "issue:45701", "issue:45704", "issue:45759", "issue:45812", "issue:45823", "issue:45859", - "issue:46315" + "issue:46315", + "issue:46468" ], "soft_pairs": [ - "issue:43425|issue:43957", + "issue:44910|issue:45588", + "issue:43404|issue:43454", "issue:41720|issue:44155", + "issue:43425|issue:43957", "issue:39692|issue:44960", "issue:44402|issue:44488", "issue:42947|issue:45704", @@ -2290,276 +2229,246 @@ "issue:43335|issue:45663", "issue:42947|issue:43381", "issue:45276|issue:45292", + "issue:45685|issue:46468", + "issue:44863|issue:46468", "issue:44164|issue:44756", "issue:43854|issue:45216", - "issue:44479|issue:44877", "issue:43381|issue:44928", + "issue:44479|issue:44877", "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:44683|issue:45823", - "issue:39404|issue:45701", - "issue:43425|issue:45823", - "issue:43611|issue:43645", - "issue:43425|issue:43716" + "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "4f3d96727025d89196fa9165048846e5bbc3ff598094a285ec3e893550953e84", + "prepared_review_unit_hash": "98ce9e45e6c4d6bce3381adec99bef82482259bf6d44ca88b005fe7a2c3c24e0", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38510, - "estimated_input_tokens": 9628, - "estimated_eval_tokens": 19512 + "soft_pair_count": 32, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The only clear duplicate family is the `resize_token_embeddings` regression affecting output embeddings / decoder embeddings; the rest are too different to merge as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the core bug in the most general form (`resize_token_embeddings` not updating output embeddings), and the other close matches look like model-specific manifestations of the same failure.", + "summary": "The cluster is mostly a grab bag of unrelated model-specific bugs. Only one soft edge looks like a true duplicate: the resize_token_embeddings regression around Gemma4/output embeddings. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45292 is the cleanest canonical issue: it states the underlying resize_token_embeddings/output_embeddings regression in a general form, while issue:45276 is a model-specific manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the strongest global issue representative: it is broad enough to cover the specific Gemma4 and T5Gemma reports while still describing the same concrete bug.", + "best_issue_reason": "issue:45292 is the best representative because it is the broadest, clearest description of the only confirmed duplicate pair in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a Qwen3.5 packed-sequence/position_ids bug and the other is an s_aux=None AttributeError in sink-less models; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Both are loading/runtime regressions, but one is a Torch-version compatibility issue and the other is a `torch.device(\"meta\")` model-loading bug; different code paths." + "reason": "Both mention untied lm_head weights, but they affect different model implementations and likely different tying logic; not the same concrete bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are different compatibility issues." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Doc/example errors for SigLIP2 and a GLM5 issue are not the same bug." + "reason": "A SigLIP2 docs example error and a GLM5 issue are unrelated." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "These concern different models and different loading/token-vocab problems." + "reason": "Both are model-loading complaints, but the titles point to different models and likely different root causes." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and a T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing with PEFT LoRA and a T5 Apex RMSNorm memory leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch quantization/offloading, but one is offloading behavior and the other is int4 memory growth/OOM; not the same concrete bug." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Importing `GenerationMixin` and Whisper `return_language` pipeline behavior are separate issues." + "reason": "An import error for GenerationMixin is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 `shared_kv_states` rebuilding and `from_config` not unwrapping `text_config` are different Qwen/Gemma multimodal bugs." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated loading problems." + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 `KeyError` and Qwen3_5Moe CPU-offload incompatibility are different failures." + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen3_5Moe CPU-offload incompatibility are different bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 embedding/token leakage is unrelated to Gemma4 device-map mismatch." + "reason": "AudioFlamingo3 token leakage and Gemma4 device mismatch during auto device mapping are not the same issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization memory reservation and Strix Halo mmap OOM are different root causes." + "reason": "Int4 quantization OOM and mmap disablement for Strix Halo are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "NVFP4 loading failure and MXFP4 loading/fallback behavior are distinct quantization bugs." + "reason": "Both are quantized-model loading problems, but they concern different models/formats and different failure modes." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and Strix Halo mmap/OOM are unrelated." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are separate issues." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state handling are not the same bug." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state bugs are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is disallowed in eval mode; different issues." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction; different problems." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not update output embeddings, with 45276 being the Gemma4-specific manifestation." + "reason": "Same underlying resize_token_embeddings regression: the Gemma4-specific report and the generic output_embeddings report describe the same failure to propagate resized embeddings." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "A missing MPS histogram implementation and a broken Nemotron example are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official example may be related in theme, but the titles do not indicate the same concrete code-path problem." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`save/from_pretrained` extra_state handling and Strix Halo mmap/OOM are unrelated." + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3.5 save_pretrained regression are different model-loading problems." + "reason": "Unit-test model loading for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are different issues." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict Granite speech config loading are unrelated." + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from Qwen3.5 position_ids are unrelated." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and Qwen3.5 RLHF gradient explosion are different failures." + "reason": "A video-input regression and a strict-config loading failure are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is read-only permission propagation during `save_pretrained`, the other is wrong custom-module loading after save; related area, but not the same bug." + "reason": "Both involve custom-model save/load flows, but one is read-only permission propagation and the other is wrong module loading; not the same bug." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 state rebuilding are unrelated." + "reason": "Flash-attention s_aux handling and Gemma4 shared_kv_states rebuilding are distinct code paths." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and Trainer checkpoint-resume `max_steps` miscalculation are different bugs." + "reason": "Custom model initialization in Transformers 5.0.0 and Trainer max_steps recalculation on resume are unrelated." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter/custom-model initialization breakage is unrelated to `extra_state` save/load handling." + "reason": "Notebook custom model initialization breakage and save/from_pretrained extra_state handling are different issues." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same resize-token-embedding bug family; 45335 is the T5Gemma-specific case where `decoder.embed_tokens` is not updated." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but the affected submodules and model families differ; not enough evidence they are the same code-path bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and slower `convert_tokens_to_ids` are different tokenizer regressions." + "reason": "Wrong token IDs in Granite models and slower convert_tokens_to_ids in v5 are different tokenizer regressions." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch 2.10 incompatibility and Phi-tiny-MoE autocast dtype mismatch are different issues." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer vocab mismatch in one model and a separate model-load failure in another are not the same bug." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap/OOM are unrelated." - }, - { - "left": "issue:44683", - "right": "issue:45823", - "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-map mismatch are different code-path problems." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline `return_language` breakage and tokenizer-version changes are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:45823", - "accept": false, - "reason": "Torch compatibility and Gemma4 PLE device mismatch are not the same bug." - }, - { - "left": "issue:43611", - "right": "issue:43645", - "accept": false, - "reason": "Both involve custom models under Transformers 5, but one is `base_model_prefix` loading and the other is notebook-based initialization; different concrete failures." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch version compatibility and Mistral-3 image-preprocessor dtype mismatch are unrelated." + "reason": "An autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the resize_token_embeddings/output_embeddings family as a clear duplicate cluster, while treating the other high-similarity pairs as non-duplicates for distinct reasons. The two accepted soft edges are well supported by the issue titles and descriptions." + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:45276 vs issue:45292, is well supported by the titles and similarity, and the canonical/best-issue choices are reasonable. The note that no PRs are present is also consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -2575,27 +2484,25 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "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:43645", "issue:43716", + "issue:43828", "issue:43856", "issue:43901", "issue:43906", @@ -2604,6 +2511,8 @@ "issue:44079", "issue:44164", "issue:44265", + "issue:44402", + "issue:44451", "issue:44479", "issue:44488", "issue:44509", @@ -2622,29 +2531,37 @@ "issue:44991", "issue:45081", "issue:45084", + "issue:45701", "issue:45759", + "issue:45823", "issue:45859", "issue:46050", - "issue:46285", - "issue:46326", - "issue:46402" + "issue:46326" ], "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", "issue:44530|issue:45084", "issue:43906|issue:44530", - "issue:39404|issue:44912", "issue:44265|issue:44898", + "issue:39404|issue:44912", "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:36032|issue:43452", + "issue:43425|issue:44918", "issue:43994|issue:44079", + "issue:36032|issue:43452", "issue:43299|issue:43931", - "issue:43596|issue:44683", "issue:44671|issue:44991", + "issue:43596|issue:44683", "issue:44164|issue:45759", "issue:44991|issue:45081", "issue:43856|issue:44756", @@ -2656,233 +2573,246 @@ "issue:44488|issue:44987", "issue:32090|issue:39404", "issue:43611|issue:43644", - "issue:43582|issue:43632", - "issue:43716|issue:45084", - "issue:46285|issue:46402", - "issue:40990|issue:43421", - "issue:36032|issue:42915", - "issue:43643|issue:44530" + "issue:43582|issue:43632" ], - "prepared_review_unit_hash": "1ab313da16ed0226ce467c8f33082d329a142b4278653d29da026b70d88bfde8", + "prepared_review_unit_hash": "42de33a65d7260384164a5dc946d1e9afec9871c6f46ef9a3b7d7ef3874722a0", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37409, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 35, + "serialized_chars": 38204, + "estimated_input_tokens": 9551, + "estimated_eval_tokens": 19358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs are superficial overlaps around tokenizers, loading, or v5 regressions, but they do not share the same concrete bug or fix path. All soft edges should be rejected.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue is justified; the items span unrelated bugs/features across model loading, tokenizers, quantization, docs, and runtime/device-specific regressions.", + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, mostly around tokenizers, model loading, dtype/device mismatches, and a few docs/runtime issues. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If a single anchor is needed, \"transformers version changes the tokenization\" is the broadest version-regression report in the set, but it does not really subsume the many unrelated loading/runtime bugs around it.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 45081 is the closest anchor because it is a concrete tokenizer-loading regression with some nearby similarity to other tokenizer failures, but it still does not unify the cluster into one duplicate bug.", + "best_issue_reason": "\"Transformers 5.0.0 breaks loading models with the `base_model_prefix` attribute\" is the cleanest concrete regression report and a reasonable representative issue, though still only one narrow slice of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-related, but one is a vocab-size mismatch for a specific model and the other is a separate tokenizer loading failure for ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility vs. a Phi-tiny-MoE autocast dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different bug from Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is distinct from the broad tokenization-change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and Jupyter custom-model initialization are separate model-loading regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility does not match the Gemma4 device_map=\"auto\" forward mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility is unrelated to a multimodal image preprocessor/model dtype mismatch." + }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs a generic template-node compilation error." + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are different subsystems." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an old issue is not the same bug as the Qwen3.5 cache crash." + "reason": "An isolated reproduction of another issue is not the same bug as the PagedAttentionCache crash." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Whisper pipeline return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "torch.export with torch_compilable_check is a different path from Perceiver interpolation failing at non-default resolution." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "torch.export/torch_compilable_check failure is a different code path from Perceiver interpolation behavior." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL is not the same as a mask-shape IndexError." + "reason": "Qwen VL video input regression is not the same as a generic mask shape mismatch." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and non-template-node compilation failure are distinct bugs." + "reason": "Float8 storage lookup failure and template compilation error have no common underlying bug." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "A reproduction of issue 38071 does not match the mistral_common continue_final_message tokenizer bug." + "reason": "Isolated reproduction of issue 38071 and mistral_common continue_final_message are different tokenizer behaviors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline/task deprecations and should not be merged." - }, - { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch 2.10 incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Both are docs-related, but they cover different removed/changed pipeline APIs." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load breakage is a different problem from tokenizer continue_final_message handling." + "reason": "Quantized save/load corruption and tokenizer continue_final_message are separate features." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "T5Tokenizer special-token conflict and gguf_file loading failure are separate tokenizer/model-loading issues." + "reason": "Torch 2.10 incompatibility is unrelated to TRL SFT embedding unpacking." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SIGLIP2 nonsensical outputs and ModelOutput key assignment with None are unrelated." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are different bugs." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Same model family, but one is a version-gated loading regression and the other is a weight-shape mismatch; not the same concrete fix." + "reason": "T5 special-tokens method conflict and gguf_file from_pretrained breakage are unrelated tokenizer/model-loading failures." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Deepspeed zero3 BertModel init failure is unrelated to compiled flex_attention on torch>=2.9." + "reason": "Both involve Qwen3-VL, but one is a loader break for MoE models and the other is a weights-shape mismatch." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT MLM prediction regression and est-roberta tokenizer load failure are different bugs." + "reason": "CamemBERT MLM prediction regression is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3 init IndexError and compiled flex_attention torch>=2.9 failure are distinct problems." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Handling extra_state in save/from_pretrained is not the same as unwrapping text_config in from_config." + "reason": "extra_state save/load handling and text_config unwrapping in from_config are separate model serialization bugs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but the failing models and code paths differ: est-roberta loading vs Mistral regex patching." + "reason": "Tokenizer loading failure for est-roberta is unrelated to the Mistral regex patch crash." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency and disabling mmap for Strix Halo OOM are separate memory issues." + "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo are different performance/memory issues." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language and CamemBERT masked-LM prediction errors are unrelated." + "reason": "Whisper pipeline regression and CamemBERT masked LM predictions are different model behaviors." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "Extra_state serialization and Qwen VL video-input regression do not share a code path." + "reason": "extra_state serialization and video input regression are not the same code-path." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading failures, but for different models and different underlying mechanisms." + "reason": "sleng-bert loading failure and Mistral regex patch crash are separate tokenizer issues." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and compiled flex_attention failures are unrelated." + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct device-related bugs." + "reason": "XLNet CPU arange placement bug and Qwen3_5Moe rotary embedding CPU-offload incompatibility are different device-placement issues." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different loader bugs." + "reason": "Two different model-loading regressions: sleng-bert vs physical-intelligence/fast." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer gpu_broadcast_one NoneType and Whisper pipeline return_language are unrelated errors." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper return_language pipeline behavior." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffer initialization." + "reason": "Base_model_prefix loading and non-persistent buffer junk initialization are distinct v5 regressions." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag breakage are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and template-node compilation errors are different bugs." - }, - { - "left": "issue:46285", - "right": "issue:46402", - "accept": false, - "reason": "CLIPTextModel structure inconsistency and Sam3Model text-encoder weights not loading are unrelated model-loading issues." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "GPT-OSS perplexity on WikiText-2 and tokenizer post-processor update behavior are not the same bug." - }, - { - "left": "issue:36032", - "right": "issue:42915", - "accept": false, - "reason": "T5Tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "trust_remote_code missing fields and Qwen3.5 linear_attention cache crash do not share a concrete fix path." + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different failures." } ] }, @@ -2901,37 +2831,37 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:34567", "issue:36032", "issue:40444", + "issue:40990", "issue:42175", "issue:42915", - "issue:43089", "issue:43262", "issue:43317", "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43452", "issue:43482", "issue:43540", "issue:43541", + "issue:43643", "issue:43644", "issue:43645", "issue:43646", + "issue:43716", "issue:43746", - "issue:43819", "issue:43883", "issue:43994", "issue:44206", "issue:44220", - "issue:44265", - "issue:44291", "issue:44403", "issue:44451", "issue:44464", @@ -2940,7 +2870,6 @@ "issue:44530", "issue:44534", "issue:44610", - "issue:44683", "issue:44811", "issue:44849", "issue:44987", @@ -2952,16 +2881,22 @@ "issue:45584", "issue:45987", "issue:46178", - "issue:46315", - "issue:46326" + "issue:46285", + "issue:46326", + "issue:46402" ], "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530", "issue:34567|issue:40444", "issue:44451|issue:44987", + "issue:44811|issue:45584", "issue:43541|issue:45084", "issue:40444|issue:46326", "issue:42175|issue:46178", - "issue:44811|issue:45584", "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:44206|issue:44220", @@ -2970,266 +2905,240 @@ "issue:36032|issue:43645", "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:44987|issue:44991", "issue:44849|issue:45325", - "issue:43746|issue:46326", + "issue:44987|issue:44991", "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:43883|issue:44991", "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43994|issue:44610", - "issue:43322|issue:43540", - "issue:43377|issue:43819", - "issue:43089|issue:45987", - "issue:44987|issue:45081", - "issue:44451|issue:45081", - "issue:44265|issue:44610", - "issue:44991|issue:46315", - "issue:44220|issue:44683", - "issue:42915|issue:44291" + "issue:43322|issue:43540" ], - "prepared_review_unit_hash": "26e02d3f920d37d0e840cf455b8edb4fcfe085e756448c84ccd22e4c4ae6bc41", + "prepared_review_unit_hash": "66f60d1072ef47b2326028f61eeb0e5ce237c3732a5de3d18a10901a33e2a2d5", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38321, - "estimated_input_tokens": 9581, - "estimated_eval_tokens": 19418 + "soft_pair_count": 32, + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several titles are superficially similar, but they describe different concrete regressions, models, or code paths. I would not merge any of the soft edges; at most, issue 43646 is the broadest representative of the small custom-model-init subset.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43646 is the broadest, cleanest regression report among the closest-looking items (43644/43645/43646), so it is the best representative issue if one must be chosen; however, the surrounding cluster is not a true duplicate set.", + "summary": "These items are mostly superficially similar Transformers v5/model-loading regressions, but they do not look like the same underlying bug. I would not merge any of the soft pairs as duplicates on title-level evidence alone.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broadest, most generic regression report in the set ('custom model initialization' in v5), so it is the best umbrella representative if a single issue must anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most general and highest-signal issue title in the cluster, but it should only serve as a local representative, not evidence that the whole cluster is one bug.", + "best_issue_reason": "issue:43646 is the most cluster-representative issue because it is broadly phrased, version-specific, and closer to an umbrella regression than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failure modes: CLIPTextModel structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a tokenizer/template compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset benchmark is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 loading failure are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache group-type handling." + }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Unrelated failures: TrainerState token counting vs Qwen2.5-VL iterable image batching." + "reason": "TrainerState token accounting bug is not the same as Qwen2.5-VL iterable dataset multi-image failure." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different loader paths." + "reason": "Both are loading failures, but for different models with no evidence of the same root cause." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different concrete problems: torch dynamo grouped_mm tracing error vs template-node compilation error." + "reason": "Torch dynamo grouped_mm tracing error is unrelated to a template-node compilation TypeError." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different areas and symptoms: multimodal dataset handling vs mistral_common continue_final_message behavior." + "reason": "Multimodal iterable-dataset image batching and mistral_common continue_final_message are unrelated." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both mention backend availability, but one is missing TensorFlow in an extra and the other is an unsupported backend mapping entry." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both touch Whisper/special tokens, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Package extra/back-end installation coverage and BACKENDS_MAPPING validation are different backend-selection problems." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different model/runtime failures: FineGrainedFP8Config on Qwen3Moe vs PagedAttentionCache linear_attention group handling on Qwen3.5." + "reason": "FP8 configuration failure in Qwen3Moe is not the same as linear_attention group handling in PagedAttentionCache." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Related v5 initialization regressions, but one is non-persistent buffers being filled with junk and the other is generic custom model initialization failure." + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; not the same concrete bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Same audio feature area, but the reported failures are different concrete bugs." + "reason": "Unsupported center arg in LasrFeatureExtractor is different from a generic _torch_extract_fbank_features issue." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic from_pretrained/gguf_file regression and the other is a specific Qwen2.5-GGUF failure." + "reason": "GGUF-related loading issues are similar, but one is a general from_pretrained breakage and the other is a specific Qwen2.5-GGUF model report; not enough evidence of one bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different models and failures: missing tied-weights metadata vs inability to load a specific BERT checkpoint." + "reason": "Missing all_tied_weights_keys in Molmo and inability to load a specific BERT model are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict is unrelated to custom model initialization regressions." + "reason": "Tokenizer special-method conflict and notebook custom-model initialization are different failures." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths: dequantized device_map offload vs GGUF model loading in v5." + "reason": "Dequantized model device-map/offload loading is unrelated to GGUF loading regression." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different failures and code paths; no evidence they are the same underlying bug." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are versioned loading regressions, but for different models and likely different tokenizer/model configs." + "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method call are different code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model bugs: hidden-state output handling vs RoPE temporal \u0564\u056b\u0580. scaling for still images." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope index scaling bug are unrelated model behaviors." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different subsystems: local PEFT checkpoint loading vs mistral_common chat-tokenization behavior." + "reason": "Two separate model/tokenizer loading failures with no shared concrete bug evidence." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Generation inconsistency with compiled forward is not the same bug as StaticCache.get_seq_length returning a tensor." + "reason": "Chunked generation inconsistency under compiled forward is different from StaticCache sequence-length return type." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is missing padding-mask support in MIMI." + "reason": "Audio chat-template sample-rate defaulting and MIMI batch-padding-mask differences are separate audio processor bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Both concern v5 initialization regressions, but the notebook/custom-model issue is not the same as non-persistent-buffer corruption." + "reason": "Custom model init in Jupyter and non-persistent buffer junk values are different v5 regressions." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Generic custom model initialization failure is broader than, but not identical to, junk-filled non-persistent buffers." + "reason": "Custom model initialization breakage and non-persistent buffer junk are not the same defect." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Different symptoms: loading noise vs a tokenizer crash in _patch_mistral_regex." + "reason": "Untied lm_head weights in one model family and device-dependent serialization inconsistency are related in theme but not clearly the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model families and failure modes; no concrete shared bug is evident." + "reason": "Molmo tied-weights metadata and tokenizer loading for est-roberta are unrelated." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Weight tying bug in Mistral3 is unrelated to device-dependent lm_head serialization inconsistency." + "reason": "General loading noise and a specific Mistral regex patch crash do not match as one bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Completely different errors: FP8 configuration failure vs template-node compilation error." + "reason": "FP8 model failure and template-node compilation TypeError are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different multimodal issues: bad AutoModel/pipeline outputs vs processor size mismatch for OmDet-Turbo." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model input-size mismatch are different model/processor issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Distinct multimodal failures: Llava Next load segfault vs Qwen3OmniMoe video-input ValueError." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Both are correctness bugs in audio/token models, but they involve different components and different underlying mechanisms." - }, - { - "left": "issue:43089", - "right": "issue:45987", - "accept": false, - "reason": "Generation overhead and StaticCache return-type mismatch are unrelated problems." - }, - { - "left": "issue:44987", - "right": "issue:45081", - "accept": false, - "reason": "Different loaders and failure signatures: model loading regression vs Mistral regex patch crash." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "Different affected models and root causes; not the same tokenizer bug." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export/checkpointing compatibility is unrelated to OmDet-Turbo processor sizing." - }, - { - "left": "issue:44991", - "right": "issue:46315", - "accept": false, - "reason": "Tokenizer loading failure vs slow convert_tokens_to_ids regression; different bugs." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio fbank helper issue vs compiled flex_attention failure on newer torch; unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe vs init_empty_weights/_is_hf_initialized argument mismatch." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." } ] }, @@ -3248,299 +3157,309 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:33666", - "issue:35707", "issue:36032", "issue:40444", "issue:40990", "issue:41720", "issue:42915", + "issue:43089", "issue:43296", - "issue:43381", + "issue:43377", "issue:43404", "issue:43421", "issue:43425", - "issue:43482", - "issue:43525", "issue:43531", "issue:43611", "issue:43632", "issue:43742", "issue:43792", + "issue:43819", "issue:44062", "issue:44079", + "issue:44220", + "issue:44265", "issue:44291", "issue:44403", - "issue:44462", + "issue:44451", "issue:44479", "issue:44534", "issue:44568", "issue:44589", + "issue:44610", "issue:44683", "issue:44756", "issue:44811", - "issue:44829", "issue:44877", "issue:44987", "issue:44991", "issue:45020", + "issue:45081", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45479", - "issue:45538", "issue:45663", - "issue:45812", - "issue:45923", + "issue:45987", "issue:46209", + "issue:46315", "issue:46326" ], "soft_pairs": [ - "issue:44062|issue:44987", + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44991|issue:46315", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:42915|issue:44291", "issue:45216|issue:45357", + "issue:44062|issue:44987", "issue:36032|issue:43742", "issue:42915|issue:44589", - "issue:46209|issue:46326", "issue:44479|issue:45325", + "issue:46209|issue:46326", "issue:36032|issue:41720", - "issue:43531|issue:44877", - "issue:43404|issue:45127", "issue:43632|issue:44756", - "issue:43296|issue:43531", - "issue:43425|issue:44403", + "issue:43404|issue:45127", + "issue:43531|issue:44877", "issue:40444|issue:45325", + "issue:43296|issue:43531", "issue:43611|issue:44534", - "issue:43792|issue:44589", + "issue:43425|issue:44403", "issue:40990|issue:44811", + "issue:43792|issue:44589", "issue:44403|issue:44991", "issue:33666|issue:40444", "issue:43632|issue:44534", - "issue:44683|issue:45020", "issue:43421|issue:44568", - "issue:44079|issue:45663", - "issue:43381|issue:45923", - "issue:44291|issue:44589", - "issue:43482|issue:45538", - "issue:44829|issue:45479", - "issue:44462|issue:45812", - "issue:35707|issue:40444", - "issue:43482|issue:43525" + "issue:44683|issue:45020", + "issue:44079|issue:45663" ], - "prepared_review_unit_hash": "3ae6a5cee88a5bafb4feb8c2c8de12bb3fecf729737efba71946fa5fa4fddf98", + "prepared_review_unit_hash": "f20a3e4ab1d457b8603cdba2caff085a2b23f69bb7e03a11bb5d64aa0e7acc2a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35800, - "estimated_input_tokens": 8950, - "estimated_eval_tokens": 18156 + "soft_pair_count": 30, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated transformer regressions and model-specific issues. A few pairs share broad themes (Qwen save_pretrained, tokenizer loading, Qwen-VL regressions), but none are clearly the same concrete bug from the available evidence.", - "confidence": 0.45, - "canonical_issue_reason": "issue:45812 is the strongest representative issue: it describes a broad, explicit regression in AutoTokenizer with multiple inbound references and a clear user-visible failure mode.", + "summary": "This is mostly a loose semantic cluster of unrelated issues with only a couple of real duplicate-looking pairs. The strongest true duplicates are the Qwen3.5 save_pretrained regression pair and the tokenizer special-token/post-processor regression pair; the rest overlap only at a broad subsystem level.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45216 is the clearest representative: it is a concrete Qwen3.5 save_pretrained regression with a version boundary, and issue:45357 reads like a later follow-up of the same checkpoint-key problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is a good canonical candidate because it is specific, impactful, and broadly worded enough to represent the tokenizer regression family without overfitting to one model.", + "best_issue_reason": "issue:45216 is the best single issue to anchor the cluster because it is specific, actionable, and has an obvious matching follow-up; most other items here are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Different failure modes: AddedToken special-arg conflict vs. loading failure for a specific model. No shared concrete bug path." + "reason": "Different models and different failure modes: batched-vs-single padding-mask mismatch vs DAC latents/STE mismatch." }, { - "left": "issue:45216", - "right": "issue:45357", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Both involve Qwen3.5 save_pretrained, but one is a broad checkpoint regression and the other is a specific visual-encoder-key issue; not enough to \u092a\u0941\u0937\u094d\u091f\u093f same bug." + "reason": "One is generation performance overhead, the other is a cache API return-type bug; same broad area, not the same defect." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:44451", + "right": "issue:45081", "accept": false, - "reason": "Unrelated tokenizer class error vs. MobileLLM load KeyError." + "reason": "Different tokenizer-loading crashes for different models; no clear shared code-path bug." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both mention FP8/float8, but one is a model/config failure and the other is a storage-object runtime error on a different path." + "reason": "Both involve tokenizer loading, but one is a model loading failure and the other is a Mistral regex patch crash." }, { - "left": "issue:46209", - "right": "issue:46326", + "left": "issue:44991", + "right": "issue:46315", "accept": false, - "reason": "FP8 inference on B200 and mistral_common continue_final_message are unrelated." + "reason": "One is a tokenizer load failure, the other is a performance regression in slow-tokenizer lookup." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Both touch Qwen-VL, but one is a broad video-input regression and the other is a still-image rope-index scaling bug; not clearly the same defect." + "reason": "Unrelated issues: torch.export/torch_compilable_check versus image processor size mismatch." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Tokenizer loading conflict vs. Qwen3 auto device mapping cuda assert; different code paths." + "reason": "Different subsystems and symptoms: fbank feature extraction vs compiled flex_attention on newer torch." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Granite speech config loading are unrelated." + "reason": "Both are loading/training failures, but the causes differ: FP8 config handling vs unexpected _is_hf_initialized arg." }, { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both involve weights/tie_word_embeddings, but the concrete symptoms and affected paths differ substantially." + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family; both report incorrect checkpoint contents/keys and look mergeable into one fix." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "_is_hf_initialized loading regression and Strix Halo mmap OOM are unrelated." + "reason": "Different tokenizer bugs: AddedToken special-flag duplication vs a specific tokenizer load regression." }, { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "PaddleOCR-VL load failure vs. Qwen3-MoE sliding_window issue; no common bug." + "reason": "Different loading failures on different models; only superficial tokenizer/model-load similarity." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Torch compatibility issue vs. loading noise regression; not the same artifact." + "reason": "Different FP8-related failures: config init versus missing Float8 storage type." }, { - "left": "issue:40444", + "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image finetuning failure and rope-index temporal-position bug are different Qwen2.5-VL problems." + "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:46209", + "right": "issue:46326", "accept": false, - "reason": "Base model prefix loading bug vs. non-persistent buffer initialization bug; distinct failures." + "reason": "Completely different problems: FP8 inference on B200 versus mistral_common continue_final_message behavior." }, { - "left": "issue:43792", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage object are unrelated." + "reason": "Different tokenizer-loading error vs device-mapping cudaErrorAssert; no shared underlying bug." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Perplexity regression on GPT-OSS and Whisper batch_decode skip_special_tokens bug are not the same issue." + "reason": "Both are v5 regressions, but one is an _is_hf_initialized flag breakage and the other is an mmap/OOM platform issue." }, { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Generic loading noise and est-roberta tokenizer loading regression are different symptoms and likely different code paths." + "reason": "Both mention tied embeddings, but the concrete bugs differ: Mistral3 lm_head tying vs LoRA merge with extended vocabulary." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Both are Qwen-VL-related training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; not the same bug." + "reason": "Unrelated model/config failures; no shared code-path or symptom." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Different v5 regressions: initializer flag handling vs. buffer corruption." + "reason": "Same model family, but different defects: multi-image iterable dataset finetuning vs still-image temporal position-id scaling." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Compiled flex_attention torch-compat failure and remote_code loading regressions are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are unrelated." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor updates and the other is add_special_tokens not adding BOS/EOS; not the same defect." + "reason": "Different Transformers v5 regressions with different mechanics: base_model_prefix loading vs non-persistent buffer initialization." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "Torch version incompatibility and loading noise are not the same bug." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and missing supports_gradient_checkpointing flag are different issues." + "reason": "Completely different issues: perplexity on GPT-OSS vs Whisper batch_decode special-token handling." }, { - "left": "issue:44291", + "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the Float8 storage lookup failure." + "reason": "Different model/runtime failures; no evidence of a shared root cause." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44403", + "right": "issue:44991", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length issue are unrelated." + "reason": "Generic loading noise vs a specific tokenizer load regression are not duplicates." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Flash-attention-3 training degeneration and zero-loss single-label classification are different model-training bugs." + "reason": "Both are Qwen VL-related, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both concern AutoTokenizer regressions, but one is about ignoring tokenizer.json and the other about wrong Granite token IDs; not enough evidence they are the same bug." + "reason": "Both are Transformers v5 regressions, but they affect different internals and would not be merged into one fix." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Same tokenizer special-token/post-processor class of bug; runtime special-token updates plausibly explain add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Different regression surfaces: compiled flex_attention on new torch vs remote_code model loading failures." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are separate loading issues." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 attention failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays appropriately conservative: most pairs are rejected for clear subsystem/symptom differences, and the two accepted pairs both have a credible shared defect family in the titles. The canonical issue choice around issue:45216 is also supported by the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3552,75 +3471,83 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ + "issue:35707", "issue:40444", "issue:41553", "issue:41720", "issue:42175", "issue:42915", - "issue:43262", "issue:43296", "issue:43317", "issue:43377", + "issue:43381", "issue:43454", "issue:43482", + "issue:43525", "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:44462", "issue:44466", - "issue:44479", "issue:44534", - "issue:44877", + "issue:44589", + "issue:44829", "issue:44898", "issue:45072", "issue:45081", "issue:45325", "issue:45357", "issue:45381", + "issue:45479", "issue:45491", + "issue:45538", "issue:45542", - "issue:45701", - "issue:45800", - "issue:45823", + "issue:45812", "issue:45834", + "issue:45923", "issue:46402" ], "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", "issue:43317|issue:43856", - "issue:42175|issue:45542", "issue:41553|issue:43582", + "issue:42175|issue:45542", "issue:43818|issue:46402", "issue:43818|issue:45357", - "issue:43531|issue:44291", "issue:44079|issue:44534", "issue:41720|issue:45081", "issue:43377|issue:45491", + "issue:43531|issue:44291", "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43644|issue:44079", "issue:45325|issue:45381", - "issue:43611|issue:43646", "issue:43749|issue:44079", + "issue:43611|issue:43646", "issue:42175|issue:43296", "issue:43792|issue:43957", "issue:43994|issue:44898", @@ -3628,216 +3555,216 @@ "issue:43454|issue:44466", "issue:43632|issue:45072", "issue:42915|issue:43482", - "issue:43701|issue:45325", - "issue:44291|issue:44877", - "issue:44479|issue:45823", - "issue:43296|issue:45800", - "issue:43606|issue:44265", - "issue:43873|issue:45701", - "issue:43262|issue:43746" + "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "4720c0188523b3dd97b878e41ed7a575808adbaf13597cbc212e35e7ea812829", + "prepared_review_unit_hash": "7ae36d4cb7bf9c9286487a4b4da20d86c0b98d4da1ed78c18701ef343df0df59", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35887, - "estimated_input_tokens": 8972, - "estimated_eval_tokens": 18200 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues were grouped by broad textual similarity (especially around Transformers v5 and Qwen/VL), but the actual bugs span distinct code paths and models. I do not see any soft pair that is clearly the same underlying fix.", - "confidence": 0.77, - "canonical_issue_reason": "If a representative issue is needed, issue 43611 is the cleanest anchor because it is a concrete, high-signal Transformers v5 loading regression with broad relevance; however, the cluster as a whole is heterogeneous.", + "summary": "Mostly a loose cluster of Transformers regression reports across many unrelated models/subsystems. The shared theme is broad v5 loading/init breakage, but the soft pairs do not look like safe duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as the cluster umbrella, issue:43632 is the best representative because it describes a core Transformers v5 initialization/loading regression with broad downstream impact. Most other items are narrower model-specific bugs, so they should not be merged into it as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to represent the cluster\u2019s broad v5-loading regression theme, but it should not be treated as a true umbrella for the other model-specific bugs.", + "best_issue_reason": "issue:43632 is the strongest global representative for this cluster because it is the most systemic v5 regression among the issues; it is broader than the model-specific reports and most likely to anchor related follow-up discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Both mention loading/offload, but one is a device_map dequantized-model failure and the other is Qwen3 MoE training memory usage; different bugs and fixes." + "reason": "Different problems: eval-mode gradient checkpointing behavior vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: empty-weights init argument handling vs float8 storage lookup during load." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect sequence-classification training, but one is flash_attention_3 degeneracy and the other is num_labels=1 loss logic; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer repository-file selection vs Granite token-ID regression are distinct code paths and symptoms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 model loading breakage vs CLIPTokenizer model_max_length constant are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-specific load errors: GGUF loading vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both concern missing TensorFlow-related packaging/backend behavior, but one is an install-time backend omission and the other is a runtime tf backend error with tensorboard-only installs." + "reason": "gpu+cpu offload/dequantized loading vs Qwen3 MoE training memory usage are different issues." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Completely different areas: tokenizer error messaging for Voxtral vs an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "AutoTokenizer/Voxtral error messaging vs Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are model-weight/loading complaints, but they target different models and different missing components (video tower vs text encoder)." + "reason": "Both mention TensorFlow availability, but one is torch-extra dependency wiring and the other is tensorboard-without-TF runtime behavior; not clearly the same bug." }, { "left": "issue:43818", - "right": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Related only at a very broad vision-model level; one is Video-LLaVA architecture weight sharing, the other is Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA tower/temporal-attention problems vs Sam3 text-encoder weight loading are unrelated." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized are separate regressions with different code paths." + "reason": "Different model families and mechanisms: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained visual encoder keys." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internal state/serialization bugs." + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk fill are different regressions." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Mistral regex patch crash are unrelated model/tokenizer failures." + "reason": "Qwen3 auto device mapping cuda assert vs Mistral tokenizer regex patch AttributeError are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/masking, but they affect different models and different mechanisms: MIMI padding masks vs Gemma3 sliding-window all-padding NaNs." + "reason": "MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs are different model-path issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized loading regression are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal position issues, but one is finetuning with multiple images per prompt and the other is video-input position IDs; likely separate fixes." + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning and the other is video vision_position_ids; not the same bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export exportability and bfloat16 dtype mismatch are distinct problems with no clear shared code path." + "reason": "torch.export/torch_compilable_check failure vs bfloat16 dtype mismatches are different code paths." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk values and ModelOutput key assignment are different serialization/state bugs." + "reason": "Non-persistent buffer serialization junk vs ModelOutput key assignment are unrelated regressions." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both touch Qwen2.5-VL positional logic, but one is still-image temporal position scaling and the other is video-input vision_position_ids; too different to merge confidently." + "reason": "Both concern Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video input vision_position_ids; too different to merge." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Both are Transformers v5 model-loading regressions, but one is base_model_prefix handling and the other is custom model initialization; separate root causes." + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key assignment are unrelated." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key assignment are unrelated." + "reason": "Both are v5 model-init regressions, but base_model_prefix loading and custom model initialization are different concrete failures." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "One is package/backend installation metadata, the other is a vLLM load failure for PaddleOCR-VL; different failure layers." + "reason": "TensorFlow backend packaging issue vs PaddleOCR-VL load failure are unrelated." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device model loading regressions are not the same bug." + "reason": "Whisper loading failure vs meta-device loading regression are different bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model inference problems on different models and code paths." + "reason": "Siglip2 bad outputs vs Perceiver non-default-resolution failure are unrelated." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are long-context/multimodal indexing issues, but one is Qwen2.5-VL rope scaling and the other is Kosmos2.5 OCR input indexing." + "reason": "Qwen2.5-VL rope-index bug vs Kosmos2.5 long-OCR index error are different models and failure mechanisms." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both involve lm_head/tied weights, but one is a missing tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + "reason": "AyaVision lm_head tying bug vs general lm_head.weight serialization inconsistency are related only at a high level, not the same underlying issue." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression and bfloat16 dtype mismatches are unrelated." + "reason": "Core v5 initialization/loading regression vs bfloat16 dtype mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Qwen2.5-GGUF loading under v5 are separate model/version issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2.5 GGUF loading failure are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional scaling." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict config loading are different initialization/config-validation problems." - }, - { - "left": "issue:44479", - "right": "issue:45823", - "accept": false, - "reason": "Both are model-specific regressions, but one is Qwen video-input behavior and the other is Gemma4 device-map PLE mismatch." - }, - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "PaddleOCR-VL load failure and torch/transformers incompatibility are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU-offload device mismatch and torch.export torch_compilable_check failures are different execution paths." - }, - { - "left": "issue:43873", - "right": "issue:45701", - "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are different subsystems." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated audio issues." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." } ] }, @@ -3856,10 +3783,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:34634", "issue:35707", @@ -3867,41 +3794,40 @@ "issue:40444", "issue:40990", "issue:41720", - "issue:42617", - "issue:42915", "issue:42947", "issue:43257", + "issue:43262", + "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43454", - "issue:43526", "issue:43550", "issue:43572", "issue:43606", "issue:43720", + "issue:43746", "issue:43749", "issue:43819", "issue:43873", "issue:43881", - "issue:43883", "issue:44186", "issue:44265", - "issue:44387", - "issue:44466", + "issue:44291", + "issue:44479", "issue:44488", "issue:44534", "issue:44568", "issue:44610", + "issue:44877", "issue:44898", - "issue:44977", "issue:44991", "issue:45072", "issue:45325", - "issue:45357", "issue:45584", - "issue:45704", + "issue:45701", "issue:45759", + "issue:45800", "issue:45823", "issue:45920", "issue:45923", @@ -3911,6 +3837,12 @@ "issue:46315" ], "soft_pairs": [ + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43296|issue:45800", + "issue:43262|issue:43746", "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:44568|issue:45920", @@ -3918,238 +3850,220 @@ "issue:44186|issue:44265", "issue:43881|issue:44488", "issue:43606|issue:43819", - "issue:41720|issue:45823", "issue:39692|issue:40444", "issue:43454|issue:43550", + "issue:41720|issue:45823", "issue:46305|issue:46315", "issue:43377|issue:44610", "issue:43454|issue:45072", - "issue:43257|issue:45923", "issue:43317|issue:43873", - "issue:43377|issue:44898", + "issue:43257|issue:45923", "issue:40990|issue:42947", + "issue:43377|issue:44898", "issue:43322|issue:46050", "issue:43572|issue:45759", "issue:43454|issue:43720", "issue:45325|issue:46315", "issue:41720|issue:43322", - "issue:44991|issue:46291", "issue:43749|issue:44534", - "issue:42617|issue:42915", - "issue:41720|issue:44977", - "issue:44466|issue:45357", - "issue:43526|issue:43883", - "issue:43881|issue:44991", - "issue:44387|issue:45704" + "issue:44991|issue:46291" ], - "prepared_review_unit_hash": "d32715da040e2313c5cedd5e2c667a97d476cdc7d2865b3b7903d2fd0bc732df", + "prepared_review_unit_hash": "f96809f3838edb49f98640db51e1bd3badba6635df4fcc4d67482915fbb02662", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36852, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated bug reports. The soft pairs generally share only broad subsystem/model-family overlap, not the same concrete underlying defect or fix path.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43873 is the closest anchor because it is the broadest offloading/quantization/device-placement report in the set, but the cluster is too heterogeneous to treat any issue as a true duplicate canonical.", + "summary": "This cluster is mostly a set of unrelated Transformers/model-loading regressions that only look superficially similar. I rejected every soft pair because none describe the same underlying bug or a change that could plausibly be merged into one fix. If one issue must represent the cluster, the broad offloading/quantization regression is the best anchor.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most representative ticket in the set: it centers on offloading/quantization failure modes and has the strongest cross-reference footprint among the listed issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue for triage only because it sits at the center of the few offloading/quantization-related overlaps; it still does not subsume the rest of the cluster.", + "best_issue_reason": "issue:43873 best captures the recurring loading/offloading regression theme and is the most useful single issue to anchor this otherwise mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: unexpected `_is_hf_initialized` arg during init-empty-weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: video-input regression in Qwen VL variants vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "One is offloading/quantization behavior; the other is tokenizer behavior. Same broad repo area, not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is not the torch 2.4.1 / transformers 5.8 incompatibility issue." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: perplexity on GPT-OSS vs Whisper empty-transcription generation." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are distinct behaviors." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Unrelated bugs: Bark voice_preset loading vs generation with inputs_embeds/past_key_values." + "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different APIs and model families; not the same bug." + "reason": "Both are tokenizer regressions, but one is a specific mdeberta special-tokens bug and the other is a broad wrong-ID regression across many models." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Different code paths: generation cache behavior vs Qwen3 device-map CUDA assert." + "reason": "Generation-cache behavior is unrelated to an A800 cudaErrorAssert from auto device mapping." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer NER/padding crash is unrelated to torch.export failures around torch_compilable_check." + "reason": "LayoutLMv2Tokenizer padding/NER crash is not the same problem as export failures caused by torch_compilable_check." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different loading failures for different models; no shared concrete defect." + "reason": "Different model-loading failures for different models; no shared concrete bug path." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention loading/device behavior, but one is CPU-offload mismatch and the other is DAC latent conversion parity." - }, - { - "left": "issue:41720", - "right": "issue:45823", - "accept": false, - "reason": "Both involve device placement, but the model classes and failure mechanisms differ too much to be one bug." + "reason": "Bark CPU offload device mismatch is unrelated to DAC.from_latents not matching forward due to missing STE." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc/quantization errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "Doc-example errors for SigLIP2 are not the same as Qwen2.5-VL finetuning failures with multi-image iterable datasets." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/generation corruption is unrelated to torch.compile SDPA failures." + "reason": "Weight-tying bug in AyaVisionConfig and torch.compile SDPA failure in Bamba are different concrete issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in a different model." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Sliding-window masking off-by-one is unrelated to tokenizer speed regression." + "reason": "Streaming mask off-by-one and tokenizer performance regression are unrelated." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask output mismatch and OmDet processor size mismatch are different bugs." + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo's processor/model input-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization issue does not match bfloat16 dtype mismatches." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MoE weight conversion and missing supports_gradient_checkpointing are separate issues." + "reason": "lm_head weight tying bug is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is a specific dequantized load failure and the other is a broader offloading regression; not the same concrete bug." + "reason": "Dequantized model loading on gpu+cpu offload is related in theme to offloading, but it is a different concrete failure than the quantization/offloading bug in 43873." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Different vision bugs: batched-vs-single encoder outputs vs non-default image resolution handling." + "reason": "MoE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are unrelated." + "reason": "Perplexity regression on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver's non-default-resolution failure." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to sinq save/load breakage." + "reason": "Llava Next segfault on load and sinq quantized save/load breakage are different lifecycle failures." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to composite Qwen text_config unwrapping." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "Weight tying/generation bug is unrelated to packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:45325", - "right": "issue:46315", - "accept": false, - "reason": "Qwen2.5-VL rope/position-id regression is unrelated to tokenizer conversion performance." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Different models and failure classes: Qwen3 CUDA assert vs Llava Next segfault." - }, - { - "left": "issue:44991", - "right": "issue:46291", - "accept": false, - "reason": "Tokenizer loading failure and kernels dependency/version import error are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen configs are different config-loading bugs." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression is not the same as junk-filled non-persistent buffers." + "reason": "FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk in v5." }, { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3MoE FP8 config failure are different issues." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Both are Qwen3-family generation/runtime bugs, but the symptoms and code paths differ; too broad to merge." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Incorrect lm_head serialization and wrong visual-encoder save keys are different save_pretrained regressions." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "Image-processor label reduction bug is unrelated to missing all_tied_weights_keys on MolmoForCausalLM." - }, - { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Different loading problems for different models; no shared underlying defect." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to evaluate import failing because kernels needs version/revision." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:45325", + "right": "issue:46315", "accept": false, - "reason": "Int4 CUDA memory regression is unrelated to T5 apex RMSNorm memory leak." + "reason": "Qwen2.5-VL rope-index temporal scaling bug is unrelated to slow convert_tokens_to_ids behavior." } ] }, @@ -4168,10 +4082,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36010", "issue:36331", @@ -4183,286 +4097,298 @@ "issue:43065", "issue:43295", "issue:43317", - "issue:43322", "issue:43404", "issue:43425", "issue:43450", "issue:43525", - "issue:43531", - "issue:43540", + "issue:43526", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43782", "issue:43873", + "issue:43881", + "issue:43883", "issue:44008", "issue:44186", - "issue:44361", + "issue:44387", "issue:44423", + "issue:44466", "issue:44610", "issue:44671", "issue:44743", "issue:44756", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", - "issue:45081", "issue:45161", "issue:45357", "issue:45406", "issue:45632", "issue:45684", "issue:45701", - "issue:45812", + "issue:45704", "issue:45823", "issue:46291", "issue:46402" ], "soft_pairs": [ + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", "issue:40990|issue:45701", + "issue:44387|issue:45704", "issue:36331|issue:42617", "issue:43065|issue:46402", "issue:44186|issue:45072", "issue:36331|issue:42915", - "issue:44877|issue:44991", "issue:43450|issue:45701", + "issue:44877|issue:44991", "issue:43873|issue:44756", "issue:43550|issue:43720", "issue:43577|issue:43708", - "issue:42175|issue:46291", "issue:43404|issue:45357", "issue:44008|issue:45823", + "issue:42175|issue:46291", "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:42915|issue:43317", "issue:36010|issue:42617", + "issue:43425|issue:46291", "issue:41720|issue:45161", "issue:43525|issue:46291", - "issue:43531|issue:43572", - "issue:44671|issue:44743", - "issue:45081|issue:45812", - "issue:44186|issue:44361", - "issue:42915|issue:43322", - "issue:43540|issue:43782" + "issue:44671|issue:44743" ], - "prepared_review_unit_hash": "f68141e4453d337e9203b445e923d2a964416b3c318b6f077b411b8eeb27edce", + "prepared_review_unit_hash": "22a57311dcb485f5797b5f9ca0420f489f58b51ca69899b37bca26fd932a9f31", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37059, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers bugs that happen to share broad themes like tokenization, offloading, multimodal loading, or config regressions. I found no pair that is clearly the same concrete underlying issue, so all soft edges are rejected.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45701 is the broadest representative here: it is an open, discussion-heavy regression report about version-dependent tokenization behavior, which is the closest umbrella issue among the largely heterogeneous set.", + "summary": "The set is a loose collection of distinct Transformers bugs and regressions, not one cohesive duplicate cluster. All soft-edge pairs look like false positives: they share broad themes (loading, offloading, serialization, model families) but not the same concrete code-path failure.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated models, subsystems, and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best overall cluster representative because it is broad, still open, and plausibly subsumes multiple tokenizer-regression reports better than the more model-specific or platform-specific issues.", + "best_issue_reason": "No global best issue is a strong representative of the whole set; at most a few issues are broad, but none subsume the others or the pairwise topics.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: running 3d_parallel.py vs a Qwen3MoE FP8 model failure; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family generation, but one is an auto-device-map CUDA assert and the other is flash-attention behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/serialization regressions, but one is tied lm_head weight handling and the other is wrong visual encoder keys." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute missing." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is a model load and the other is a tokenizer load for a different model." + }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Both mention version/behavior changes, but one is perplexity on gpt-oss and the other is tokenizer output changes; different symptoms and likely different causes." + "reason": "Perplexity on GPT-OSS is not the same bug as a general tokenization change across versions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different memory issues: int4 quantization OOM vs an apex RMSNorm memory leak." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss kwarg handling is unrelated to a 3d_parallel.py execution failure." + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py runtime failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Both touch Sam3, but one is a dummy Conv2d in the pixel decoder while the other is missing text encoder weights; distinct code paths." + "reason": "Same broad Sam3 area, but dummy Conv2d in a decoder and missing text-encoder weights are different bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crashes and dtype mismatches are different bug classes in different subsystems." + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in inference." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss-signature regression is unrelated to a Qwen3 MoE FP8 loading failure." + "reason": "Compute_loss API breakage is unrelated to Qwen3MoE FP8 model loading/execution." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are separate model/config problems." + "reason": "Video processor batched-shape bug is not the same as tokenization changing across versions." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Video processor shape handling is not the same underlying bug as tokenization changing across versions." + "reason": "Strict config loading for granite_speech is a different failure from tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve offload/memory behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not one concrete fix." + "reason": "Both mention offload/memory, but quantized offloading and disabling mmap on Strix Halo are different code paths." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile SDPA failure and packed-weight unpacking during accelerate loading are unrelated implementation paths." + "reason": "torch.compile with SDPA on Bamba is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "A dtype propagation bug in Blip2 is unrelated to checkpoint resumption max_steps calculation." - }, - { - "left": "issue:42175", - "right": "issue:46291", - "accept": false, - "reason": "Missing TensorFlow in the torch extra and kernels v0.15 version/revision requirements are unrelated packaging issues." + "reason": "BLIP2 dtype propagation is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both are regression-style model bugs, but one is untied lm_head weights and the other is incorrect save_pretrained visual encoder keys." + "reason": "Both touch save_pretrained/tied-weight behavior, but Mistral3 lm_head tying and Qwen3.5 visual encoder keys are distinct bugs." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "A variable-name collision in Gemma3n forward is unrelated to a Gemma4 device-mapping mismatch." + "reason": "Both are Gemma multimodal issues, but a variable name collision in Gemma3n forward is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend inclusion is unrelated to kernels v0.15 requiring version or revision metadata." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and a 3d_parallel.py run failure are different failures with no shared code path." + "reason": "Qwen3 auto-device-map CUDA assert is not the same as a 3d_parallel.py execution problem." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both affect serve/multimodal paths, but one is a str-to().to crash in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different serve-time failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/runtime bugs: Bamba SDPA compile failure vs bark-small CPU offload device mismatch." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image size/preprocessing, but they concern different models and different mismatch mechanisms." + "reason": "Both are image-size related, but processor output size mismatch and Perceiver interpolation failure are separate issues." }, { "left": "issue:44186", - "right": "issue:44361", + "right": "issue:44610", "accept": false, - "reason": "These are different tokenizer AttributeErrors for different model families and tasks." + "reason": "Tokenizer crashes and image processor resolution bugs do not share the same underlying defect." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "A processor/tokenizer API regression is not the same as a generic tokenization-change report." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Qwen3Moe FP8 loading and dequantized model offload failures are different problems." + "reason": "A regression around processor.tokenizer/images is unrelated to a broad tokenization behavior change." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions and read-only permission propagation are unrelated save/trust_remote_code bugs." + "reason": "Both involve local model files/caching, but cache-path collisions and read-only permission propagation are different problems." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 dependency requirements are not the same bug." + "reason": "Qwen3MoE FP8 failure is unrelated to loading a dequantized model with gpu+cpu offload." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "GenerationMixin import breakage is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels metadata requirements during import." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention parallelism/device mapping, but the concrete failures are different enough that they would not be one PR." + "reason": "Different parallelism failures: auto device mapping on Qwen3 vs only-TP not working for GPT-OSS MoE." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to evaluate/kernels dependency resolution." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are distinct configuration issues." + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels version/revision import requirements." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked LM predictions and Qwen3.5 recurrent-state reset are different model-specific logic bugs." - }, - { - "left": "issue:45081", - "right": "issue:45812", - "accept": false, - "reason": "Mistral regex patching crash and Granite tokenizer ID regression are separate tokenizer issues." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Tokenizer crashes on NER/padding and MLuke task AttributeErrors are different model-specific bugs." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3Moe FP8 load failure and Llava Next segmentation fault are different failure modes and models." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Both are Qwen multimodal issues, but one is a video-processing ValueError and the other is a weight_only=True load error; not the same bug." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are distinct model bugs." } ] }, @@ -4481,10 +4407,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:29159", "issue:30064", @@ -4496,33 +4422,34 @@ "issue:36331", "issue:41720", "issue:42490", + "issue:42915", "issue:43316", + "issue:43322", "issue:43329", "issue:43388", "issue:43421", "issue:43526", "issue:43531", + "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43720", "issue:43746", + "issue:43782", "issue:43873", "issue:43881", + "issue:44186", + "issue:44361", "issue:44387", - "issue:44451", "issue:44492", "issue:44509", - "issue:44514", "issue:44530", - "issue:44545", - "issue:44589", "issue:44625", - "issue:44898", "issue:44913", - "issue:44991", "issue:45059", - "issue:45072", + "issue:45081", "issue:45357", "issue:45406", "issue:45464", @@ -4531,246 +4458,242 @@ "issue:45704", "issue:45759", "issue:45812", - "issue:45859", "issue:46291", "issue:46402" ], "soft_pairs": [ + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:44186|issue:44361", "issue:43421|issue:45812", + "issue:42915|issue:43322", "issue:43526|issue:43881", + "issue:43540|issue:43782", "issue:36331|issue:41720", "issue:43316|issue:44913", "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:30064|issue:34634", "issue:45406|issue:45464", "issue:43873|issue:45704", + "issue:44530|issue:46291", "issue:41720|issue:43746", "issue:44387|issue:45701", "issue:45357|issue:46402", "issue:43606|issue:43653", - "issue:44492|issue:44509", "issue:43531|issue:45759", - "issue:34634|issue:41720", + "issue:44492|issue:44509", "issue:42490|issue:43329", + "issue:34634|issue:41720", "issue:34567|issue:35707", - "issue:44451|issue:44991", - "issue:44625|issue:45479", - "issue:44514|issue:44545", - "issue:43531|issue:44589", - "issue:44898|issue:45072", - "issue:45759|issue:45859" + "issue:44625|issue:45479" ], - "prepared_review_unit_hash": "8cf8baa47537f2bb05ac80873ed3b1ea8d5bcc89400d642c5d9f0d1a7dba634a", + "prepared_review_unit_hash": "27b4c38c93fd645c183408a82e3ff8335b16f14d2d3dd4ac40206d1efad7c9ad", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36340, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "serialized_chars": 36307, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformer issues that only look similar at a broad subsystem level. The only clear duplicate pair is the Qwen2_5_VLProcessor batched-input/padding=False crash.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 44514 is the cleanest canonical: it has the fuller, more specific title for the duplicated Qwen2_5_VLProcessor.apply_chat_template crash, and 44545 reads like the same report with slightly different wording.", + "summary": "The cluster is mostly a loose collection of unrelated issues; none of the soft-edge pairs look like the same underlying bug or change, so all should remain separate. The most representative issue is the broad Granite tokenizer regression because it is concrete, high-impact, and has the strongest evidence of scope.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a concrete, broad regression affecting all Granite models, with clear symptoms and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the best representative issue because it is an exact duplicate target with a concrete, reproducible failure mode and the strongest duplicate signal in this set.", + "best_issue_reason": "issue:45812 is the best overall issue in this set because it is specific, high-impact, and well-scoped compared with the other mostly isolated bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer bugs in different model families; one is a Mistral regex/backend_tokenizer crash, the other is Granite token IDs regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated model/config issues: Qwen3-MoE sliding window behavior vs StableLmConfig pad_token_idx missing after v5 update." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers, task flows, and failure modes; not the same bug." + }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer/config regressions, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths and fixes." + "reason": "Runtime special-token/post-processor sync is a different problem from Granite AutoTokenizer producing wrong IDs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading failures with different symptoms and causes; no shared code-path evidence." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "These concern different failures: BeitImageProcessorFast label reduction vs glm-4v-9b loading. Same broad area, not the same bug." + "reason": "Image label reduction bug vs unrelated GLM loading failure." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal issues: video input processing vs from_pretrained weight_only loading." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch and Qwen3 device-mapping cudaErrorAssert are unrelated training vs model-loading failures." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping CUDA assertion." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config/API discrepancies, but for different models and fields (Gemma3TextConfig vs GPTNeoX rotary_pct). Not the same underlying defect." + "reason": "Both are config/API issues, but they concern different models and different fields; not the same underlying defect." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is not the same as T5Tokenizer's add_special_tokens name conflict on load." + "reason": "General tokenizer inconsistency vs a specific T5Tokenizer load-time AttributeError; different bugs." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error in a CLIP community model and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "MacOS bus error with a CLIP community model is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping tuple labels and SAM3 text/bbox odd behavior are different data-flow bugs with no clear shared code path." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Segmentation-map processing and BarkProcessor voice_preset handling are unrelated image vs audio processor issues." + "reason": "Different subsystems: gather_for_metrics batching vs SAM3 text/bbox behavior." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA and BigBirdTokenizer mask-token registration are completely different bugs." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but one is a CPU offload device mismatch for Bark and the other is packed-weight unpacking in BitNet accelerate loading; not mergeable as one fix." + "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is unpacking packed BitNet weights during accelerate loading." }, { - "left": "issue:44530", - "right": "issue:46291", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and an external kernels import/version requirement are unrelated." + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 chat/completions streaming failure are different processor/runtime issues." + "reason": "Both are serving/inference issues, but they affect different models and failure paths." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are unrelated." + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and kernels version/revision import failure are unrelated." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are distinct problems." + "reason": "CUDA assertion with Qwen3 auto device mapping is a different code path from GraniteSpeech local checkpoint loading with PEFT adapters." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization OOM and a general tokenization-version regression are not the same underlying bug." + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to tokenization changes across versions." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder keys in save_pretrained and missing Sam3Model text encoder weights are different save/load bugs." + "reason": "Both are multimodal/model-loading issues, but one is incorrect visual encoder key saving and the other is missing text encoder weight loading." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer mask-token special handling." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A typo in cache strategies and stale docs mentioning removed pipeline tasks are both documentation/wording issues, but not the same change." + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Qwen3-MoE sliding-window behavior and unwrapping text_config for composite Qwen multimodal configs are different defects." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping errors have no shared code path." + "reason": "A documentation typo is not the same as stale docs still mentioning removed pipeline tasks." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and an undefined video-branch helper in multimodal token counting are unrelated." - }, - { - "left": "issue:34567", - "right": "issue:35707", - "accept": false, - "reason": "TrainerState token-count tracking and progressive generation with cache inputs are different trainer/model-generation issues." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Cannot load one specific model vs a tokenizer regression across versions; different symptoms and likely different fixes." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "num_labels propagation into text config and degenerate zero loss for num_labels=1 are related to classification config, but not the same concrete bug." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "These describe the same exact crash in Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False, just worded slightly differently." + "reason": "Local-path import warning and undefined video-branch variables in _get_num_multimodal_tokens are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Qwen3-MoE sliding_window and a missing Float8 storage type are unrelated." + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are unrelated." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatches in SwitchTransformers/TimmWrapperModel are different model-specific inference bugs." + "reason": "TrainerState token counting and progressive generation with cached embeddings are unrelated." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Both touch Qwen 3.5/3.6 internals, but one is config unwrapping and the other is CPU-offload compatibility in rotary embedding; not the same issue." + "reason": "Qwen3.5 num_labels propagation and a cross-model zero-loss classification bug are different configuration/loss issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet, and the one accepted pair (44514/44545) is a conservative, clearly justified duplicate match. The other soft-edge rejections stay appropriately cautious and do not overclaim shared causality or mergeability." - }, - "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 }, @@ -4782,21 +4705,17 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "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", @@ -4812,14 +4731,20 @@ "issue:44220", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", "issue:44610", "issue:44625", "issue:44671", "issue:44843", + "issue:44898", "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -4829,22 +4754,25 @@ "issue:45704", "issue:45759", "issue:45859", - "issue:45907", "issue:45923", "issue:46032", "issue:46050", - "issue:46294", "issue:46463" ], "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859", "issue:44077|issue:44625", "issue:44062|issue:44451", "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:43421|issue:43927", "issue:44987|issue:45042", - "issue:44918|issue:44936", "issue:39692|issue:44610", + "issue:44918|issue:44936", "issue:43782|issue:45381", "issue:43746|issue:46050", "issue:43381|issue:43844", @@ -4853,229 +4781,234 @@ "issue:45704|issue:45923", "issue:46032|issue:46463", "issue:45704|issue:45859", - "issue:43531|issue:43645", - "issue:45663|issue:45923", "issue:41720|issue:45704", "issue:43421|issue:44186", + "issue:45663|issue:45923", + "issue:43531|issue:43645", "issue:43994|issue:44671", "issue:45081|issue:45356", "issue:43746|issue:43873", "issue:39692|issue:43873", - "issue:43596|issue:44220", - "issue:45356|issue:45907", - "issue:43540|issue:46294", - "issue:42915|issue:43746", - "issue:30064|issue:36010" + "issue:43596|issue:44220" ], - "prepared_review_unit_hash": "6c193b45ce2de22c80e08f1dca20e792c647fe89bd80b0ffd5b4c801b6682d90", + "prepared_review_unit_hash": "ba5233ee3da20cdf95e8aa4a7b0df4addcb7aa2300cfce4db6e8b51e33749a5d", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36753, - "estimated_input_tokens": 9189, - "estimated_eval_tokens": 18634 + "soft_pair_count": 30, + "serialized_chars": 37110, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only look superficially similar by topic keywords; I would not merge any of the soft pairs as duplicates. No PRs are present.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span distinct bugs across tokenizers, vision, quantization, training, loading, and docs, so a single issue would not represent the cluster.", + "summary": "This cluster is mostly a set of unrelated issue reports; only one pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crashes. The rest are different bugs in different models/code paths and should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44545 is the best canonical issue for the only true duplicate pair: it matches issue:44514 exactly, and it has slightly more discussion/inbound activity, making it the better representative report.", "canonical_pr_reason": null, - "best_issue_reason": "No globally best issue: there is no true duplicate core here. Some items are thematically close, but none is a safe representative for the whole set.", + "best_issue_reason": "issue:44545 is the strongest issue to keep overall because it is the exact duplicate pair representative and has the most activity among the matched reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths; not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same crash description for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False; these are duplicates." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: Qwen3-MoE sliding_window behavior vs a Float8 storage TypeError." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen-family models, but one is from_config/text_config unwrapping and the other is CPU-offload rotary embedding incompatibility; different bugs." + }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Different problems: one is about optional post_init on patchtsmixer, the other about num_labels propagation in Qwen3.5 config." + "reason": "No shared underlying bug; one is a post_init contract issue, the other is num_labels propagation in Qwen3.5." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Different failure modes and code paths: AddedToken special-kwarg TypeError vs model load failure for vesteinn/ScandiBERT." + "reason": "Different tokenizer problems with no concrete overlap: AddedToken keyword collision vs model/tokenizer load failure for ScandiBERT." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Unrelated bugs: flash_attention crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Different code paths and failure modes: flash_attention sink-less handling vs Qwen composite config unwrapping." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a tie_word_embeddings warning during LoRA training; the other is incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings is unrelated to the incorrect visual encoder keys saved in Qwen3.5." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizers/configs, but one is runtime special-token post-processing and the other is DiaConfig losing custom token IDs on save/load." + "reason": "Both involve token/config metadata, but one is runtime post-processor updating and the other is save/load token ID loss causing IndexError; not the same bug." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different subsystems and symptoms: loading physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + "reason": "Different regressions: model loading failure for physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Trainer-related but not the same bug: input embedding unpacking in TRL SFT vs evaluate() failing after train()." + "reason": "Both mention vision/model mismatches, but one is a SigLIP2 doc/example plus quantization issue and the other is an OmDet-Turbo processor size mismatch." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both are vision/model usage issues, but one is a SigLIP2 docs example with multiple errors and the other is a processor size mismatch for OmDet-Turbo." + "reason": "Different trainer failures: Qwen3.5 embedding unpacking in TRL SFT vs evaluate() failing after train()." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Different model families and different bugs: weight_only=True error in Qwen3VL vs wrong vision_position_ids in qwen2.5-vl video input." + "reason": "Different Qwen vision-language bugs: weight_only load error vs incorrect video vision_position_ids." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Unrelated persistence issues: GraniteSpeech PEFT local checkpoint loading vs quantized model broken after save_pretrained/from_pretrained." + "reason": "Local PEFT checkpoint loading failure is unrelated to the sinq quantization save/load regression." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different training semantics: gradient checkpointing in eval mode vs abnormal gradient growth with HfDeepSpeedConfig + ZeRO-3." + "reason": "Gradient checkpointing in eval mode is a separate behavior from exploding gradients with HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Both touch special tokens, but one is dynamic post-processor updates and the other is BigBirdTokenizer mask token registration causing empty decode output." + "reason": "Both concern special-token handling, but one is post-processor updates and the other is BigBirdTokenizer mask token registration; too different to merge." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline/cache behavior, but one is tokenizer cache loading under HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex." + "reason": "Both involve HF_HUB_OFFLINE tokenizer failures, but 44843 is specifically the mistral regex/model_info call; 42886 is broader and not clearly the same concrete bug." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Completely different issues: T5 apex RMSNorm memory leak vs missing supports_gradient_checkpointing on a trust_remote_code variant." + "reason": "A T5 RMSNorm memory-leak issue is unrelated to a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Different targets: Mamba2Mixer use_cache produces wrong results, while the T5 issue is only about an incorrect validation error message." + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation error messaging are unrelated." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Unrelated bugs in different paths: apex RMSNorm leak in T5 vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Different problems: apex RMSNorm memory leak vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs Jupyter notebook custom model initialization breakage in Transformers 5.0.0." + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to a T5 apex RMSNorm memory leak." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different model/runtime problems: Gemma-4 FSDP2 shared_kv_states KeyError vs missing gradient-checkpointing support flag." + "reason": "TokenizersBackend post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Different areas and symptoms: Qwen3 auto device mapping cudaErrorAssert vs T5 memory leak from apex.FusedRMSNorm." + "reason": "Gemma-4 FSDP2 shared_kv_states handling is unrelated to Nemotron gradient-checkpointing flag metadata." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Both are tokenizer issues, but one is about updating special-token post-processing at runtime and the other is LayoutLMv2Tokenizer crashes on NER/batched padding." + "reason": "Qwen3-MoE sliding_window behavior is a model/runtime issue, not the Jupyter custom-model initialization regression." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different model-specific inference bugs: SigLIP2 nonsensical outputs vs CamemBERT incorrect masked LM predictions." + "reason": "Different vision-language/model bugs: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is a backend_tokenizer crash in _patch_mistral_regex and the other is codec-handling/warning issues for Kimi-K2.5." + "reason": "Both touch tokenizer regex logic, but 45081 is an AttributeError on backend_tokenizer and 45356 is a codec/warning regression for Kimi-K2.5." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Different mechanisms: PEFT local checkpoint loading failure vs quantization/offloading not working as expected." + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are not the same failure mode." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "No real overlap beyond broad ML tooling: SigLIP2 doc example errors vs quantization/offloading behavior." + "reason": "SigLIP2 documentation/quantization errors are unrelated to quantization offloading behavior." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Unrelated failures: deepspeed ZeRO-3 init IndexError in BertModel vs _torch_extract_fbank_features() issue." - }, - { - "left": "issue:45356", - "right": "issue:45907", - "accept": false, - "reason": "Different domains entirely: Kimi-K2.5 tokenizer regression vs list_repo_files CI forwarding revision." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both involve video inputs, but they are different bugs in different Qwen models and different parts of the pipeline (processing ValueError vs chat template feature/token mismatch)." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs GraniteSpeech PEFT local checkpoint loading." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Completely unrelated: void segmentation map processing in image processor vs transformers.generation GenerationMixin import error." + "reason": "Deepspeed ZeRO-3/BertModel index errors and _torch_extract_fbank_features() are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports, and the canonical choice of issue:44545 is supported by the slightly higher activity in the packet. The other soft-edge rejections are conservative and do not overstate duplicate evidence based on the titles/data provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5087,44 +5020,41 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:30064", + "issue:36010", "issue:36331", - "issue:39692", "issue:41720", + "issue:42915", "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:43746", "issue:43756", - "issue:43818", "issue:43819", "issue:43950", "issue:44008", "issue:44062", "issue:44186", "issue:44220", - "issue:44442", "issue:44448", "issue:44488", "issue:44661", "issue:44671", - "issue:44811", "issue:44821", "issue:44843", "issue:44877", @@ -5134,246 +5064,241 @@ "issue:45081", "issue:45084", "issue:45183", - "issue:45381", + "issue:45356", "issue:45479", "issue:45685", "issue:45834", + "issue:45907", "issue:45987", - "issue:46032" + "issue:46032", + "issue:46294" ], "soft_pairs": [ + "issue:45356|issue:45907", + "issue:42915|issue:43746", + "issue:43540|issue:46294", + "issue:30064|issue:36010", "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:44220|issue:44661", "issue:43550|issue:45072", "issue:43618|issue:43697", - "issue:44062|issue:44488", "issue:43295|issue:45834", - "issue:43540|issue:44008", + "issue:44062|issue:44488", "issue:43550|issue:43819", + "issue:43540|issue:44008", "issue:44186|issue:44898", - "issue:45183|issue:45479", "issue:43653|issue:43819", + "issue:45183|issue:45479", "issue:43322|issue:45685", "issue:43531|issue:43643", - "issue:43716|issue:44008", "issue:43335|issue:43756", "issue:44843|issue:45081", "issue:43388|issue:46032", - "issue:30064|issue:36331", + "issue:43716|issue:44008", "issue:43643|issue:44877", + "issue:30064|issue:36331", "issue:41720|issue:44991", - "issue:44821|issue:45084", "issue:44448|issue:44671", "issue:43950|issue:45987", - "issue:43540|issue:45381", - "issue:43577|issue:43818", - "issue:39692|issue:45834", - "issue:43421|issue:44811", - "issue:44186|issue:44442" + "issue:44821|issue:45084" ], - "prepared_review_unit_hash": "30fa4dde7917e9767ae06c4d4d42be82cc864aa612e31f0933468f635accbcb7", + "prepared_review_unit_hash": "141e4b756d2cd82c7dc1c733232c6e4bf2f5325105e5839858b9f44bc99344e2", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36820, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformer bugs; none of the soft pairs look like true duplicates of the same underlying issue.", - "confidence": 0.62, - "canonical_issue_reason": "If forced to pick one representative, issue 45081 is the strongest standalone candidate because it has a tightly scoped, concrete failure in a shared tokenizer code path (_patch_mistral_regex) and a clear repro. That said, the set is not a real duplicate cluster.", + "summary": "This is a heterogeneous set of mostly unrelated issues. I do not see a true duplicate cluster or a single clear canonical issue/PR. All soft-edge pairs look like false positives based on different root causes, models, or code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45081 is the best overall anchor among this set: it is specific, library-level, and actionable, whereas the rest are heterogeneous model- or feature-specific bugs.", + "best_issue_reason": "No issue cleanly subsumes the others; the items span unrelated regressions and model-specific bugs. If forced to pick a representative, none would be reliable enough for canonicalization.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different subsystems and failures: tokenizer regex/regression vs Hub file listing forwarding. No shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different models and causes: Qwen3Moe FP8 config failure vs GraniteSpeech PEFT/local checkpoint loading. Not the same change or code path." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but the models and failure modes differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing vs GenerationMixin import error are unrelated." + }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failure modes: packed-weight loading vs DAC latent decoding/STE." + "reason": "BitNet accelerate loading/unpacking issue vs DAC forward/from_latents mismatch. Different components and fixes." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading issue." + "reason": "Tokenizer special-token decode bug vs BitNet weight unpacking bug; unrelated code paths." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction bug vs add-new-model/tokenizer-mapping error." + "reason": "Audio feature extraction issue vs tokenizer mapping/model registration problem. Not the same bug." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Compile/SDPA failure in Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Different model families and symptoms: torch.compile/SDPA on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIP output field regression vs RT-DETR v5 numerical divergence." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken kwarg collision vs unrelated tokenizer load failure." + "reason": "CLIP attentions assignment regression vs RTDetrV2 output difference in v5; both are output regressions but not the same code path." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs Kosmos2.5 long-OCR index error." + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR index error. Different model behaviors and likely unrelated fixes." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Qwen3Omni video-processing ValueError vs Gemma3n variable collision." + "reason": "AddedToken argument duplication vs tokenizer loading failure for a specific model. Similar area, but not the same underlying defect." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different model/code path: Bamba compile bug vs DAC latent/forward mismatch." + "reason": "Separate model-specific correctness problems; no shared failure mechanism beyond both being inference bugs." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "NER/batched padding crash in LayoutLMv2Tokenizer vs Perceiver image-size interpolation bug." + "reason": "Qwen video-input processing error vs Gemma3n variable name collision in forward. Different models and code paths." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Input validation/XOR error vs sequence-classification zero-loss bug." + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver image resolution/interpolation failure. Unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Different tokenizer registration/decoding issue vs DAC bug." + "reason": "Tokenizer special-token handling vs DAC latent decoding mismatch. No shared root cause." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messages vs zero-loss classification regression. Different semantics and fixes." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault loading Llava Next vs MPS histogram int support issue." + "reason": "Llava Next loading segfault vs MPS histogram kernel not implemented. Completely different problems." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Sliding-window handling vs missing fields in trust_remote_code config." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs Gemma3n audio field collision." + "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss. Not the same bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Sparse-layer config creation vs RoPE-layer truncation; both model-setup bugs, not duplicates." + "reason": "SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer dropping. Different model config issues." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Mistral regex offline-network call vs backend_tokenizer attribute error; same area, different bugs." + "reason": "Both touch _patch_mistral_regex, but one is offline model_info behavior and the other is backend_tokenizer AttributeError. Related area, not the same concrete bug." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Mask/label truncation bug vs Mamba2 use_cache sequence-length bug." + "reason": "Metrics gathering last-batch truncation vs Mamba2 use_cache correctness. Unrelated runtime paths." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Image segmentation-map handling vs CustomTrainer loss signature change." + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n audio mask attribute collision. Different model components." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing config field loading vs granite_speech strict-config loading." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech. Not the same defect." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 device-map assert on A800 vs unrelated tokenizer load failure." + "reason": "Image processor segmentation-map failure vs CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "AutoImageProcessor URL loading vs template-node compilation error." + "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta. Different subsystems." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output difference vs CamemBERT masked-LM regression." + "reason": "Both are v5 output regressions, but different models and likely different root causes. Too broad to merge." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Buffer corruption on from_pretrained vs StaticCache return-type contract bug." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Different Qwen video issues: position IDs vs video-input processing." - }, - { - "left": "issue:43577", - "right": "issue:43818", - "accept": false, - "reason": "Half/bfloat16 dtype propagation in BLIP2 vs Video-LLaVA tower architecture issue." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "SigLIP2 doc mismatch/quantization vs Kosmos2.5 OCR index error." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Special-token post-processor update vs Whisper batch_decode skip_special_tokens." + "reason": "from_pretrained buffer corruption vs StaticCache return-type contract issue. Different APIs and code paths." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "NER/padding crash in LayoutLMv2Tokenizer vs FastSpeech2ConformerTokenizer loading." + "reason": "AutoImageProcessor URL loading vs template compilation error. No meaningful overlap." } ] }, @@ -5392,18 +5317,19 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", - "issue:36331", + "issue:39692", "issue:42175", - "issue:43262", + "issue:43421", + "issue:43540", "issue:43577", "issue:43582", "issue:43606", @@ -5411,12 +5337,13 @@ "issue:43720", "issue:43749", "issue:43782", - "issue:43819", + "issue:43818", "issue:43825", "issue:43827", - "issue:43906", "issue:43994", + "issue:44186", "issue:44291", + "issue:44442", "issue:44479", "issue:44485", "issue:44509", @@ -5424,43 +5351,47 @@ "issue:44610", "issue:44671", "issue:44805", + "issue:44811", "issue:44857", "issue:44936", "issue:44977", - "issue:45003", "issue:45020", "issue:45072", "issue:45081", "issue:45325", "issue:45372", + "issue:45381", "issue:45406", "issue:45584", "issue:45701", "issue:45834", "issue:45987", "issue:46192", - "issue:46209", - "issue:46285", "issue:46294", "issue:46326", "issue:46463" ], "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:39692|issue:45834", + "issue:43540|issue:45381", "issue:45584|issue:45834", + "issue:44186|issue:44442", "issue:43782|issue:44977", "issue:43644|issue:43749", "issue:43606|issue:45072", - "issue:46294|issue:46463", - "issue:43825|issue:43994", "issue:44479|issue:45834", - "issue:44805|issue:44936", + "issue:43825|issue:43994", + "issue:46294|issue:46463", "issue:34634|issue:36010", + "issue:44805|issue:44936", "issue:44485|issue:44509", "issue:28218|issue:29159", - "issue:44561|issue:45020", "issue:43577|issue:43582", - "issue:43720|issue:45072", + "issue:44561|issue:45020", "issue:45987|issue:46192", + "issue:43720|issue:45072", "issue:44610|issue:45072", "issue:44671|issue:45701", "issue:43825|issue:43827", @@ -5468,215 +5399,217 @@ "issue:43749|issue:44291", "issue:45081|issue:45406", "issue:42175|issue:45081", - "issue:43906|issue:46209", "issue:45372|issue:46326", - "issue:43582|issue:44857", - "issue:43262|issue:43819", - "issue:45003|issue:46285", - "issue:34634|issue:36331" + "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "e25734f2bbde62f448c5fb352e9ef1361ce7a87ce228cd04a25ed4b3e9ceffba", + "prepared_review_unit_hash": "9e02754b085a858eb3247ec6922944e3945ec6e797af914ad203da077ebdb43c", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35719, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36614, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the only clear duplicate-like pair is the remote_code regression reports. Most other soft pairs are merely same-subsystem or same-model-family mentions, not the same concrete bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44561 is the most concrete root-cause report in the cluster: it identifies the specific v5 removal (`is_torch_fx_available`) that breaks `trust_remote_code` models.", + "summary": "This cluster is mostly a collection of distinct Transformers issues. There is one clear duplicate pair around tokenizer added-token spacing / slow-vs-fast inconsistency, but the other soft pairs are only loosely related by broad subsystem or version changes and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:28218 is the clearest concrete tokenizer bug report and is earlier than the paired inconsistency report, so it works well as the canonical issue for that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best umbrella issue for the cluster\u2019s strongest duplicate pair because it captures the broader user-facing impact across recent versions and aligns with the specific root-cause report.", + "best_issue_reason": "issue:45020 is the strongest global issue candidate because it is broad, high-signal, and captures a major recent-version regression theme affecting remote_code models.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and different failures: dtype loading bug vs missing video temporal attention/weight tying." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenization/processor behavior, but one is runtime special-token post-processing and the other is Whisper batch decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated problems: SigLIP2 docs/example errors versus Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they concern different Qwen models and different code paths." + }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Both are model-specific runtime failures, but one is Whisper empty-transcription behavior and the other is Kosmos2.5 OCR indexing; different code paths and symptoms." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer-related, but one is LayoutLMv2 NER padding/truncation and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Same Qwen family, but one is a `weight_only=True` load error and the other is flash-attention generation failure; not the same underlying bug." + "reason": "Different Qwen VL issues: one is from_pretrained weight_only loading, the other is flash-attention generation behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Both involve loading/runtime infrastructure, but one is non-persistent buffer initialization and the other is FSDP CPU RAM-efficient loading; too different to merge." + "reason": "Both concern loading, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both are dtype/device mismatch reports, but they affect different models and different execution paths (CPU offload vs bfloat16 inference)." + "reason": "Different failure modes and models: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Qwen video input/template mismatch is unrelated to T5 decoder-input validation messaging." + "reason": "Qwen video regression and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a pipeline error message regression, the other is a model producing bad outputs with AutoModel/pipeline; not the same bug." + "reason": "One is a v5 error-message wording issue; the other is a SigLIP2 model/pipeline correctness bug." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Both mention multimodal/video/OCR-like behavior, but they describe different regressions in different models and inputs." + "reason": "Both are validation errors, but they affect different models and different validations." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() after train are different failure modes with no clear shared code-path." + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated issues." + "reason": "The first is a shape-mismatch IndexError; the second is a trainer lifecycle failure after train()." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "Both discuss GLM/docs-like content, but one is a RoPE implementation discussion and the other is docs for removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipelines are not the same bug." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not enough evidence they are the same defect." - }, - { - "left": "issue:44561", - "right": "issue:45020", "accept": true, - "reason": "These describe the same regression: recent/v5 changes break `trust_remote_code`/`remote_code` models, with 44561 naming the specific removed helper as the cause." + "reason": "These describe the same tokenizer bug: added-token spacing / inconsistency between slow and fast tokenizer behavior." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different issues: BLIP2 dtype not propagated vs Apple Silicon warmup TypeError." + "reason": "Different runtime problems: Blip2 dtype state vs Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Packed-weights loading bug and bfloat16 dtype mismatch are unrelated." + "reason": "The latter is a broad umbrella for remote_code breakage; the former is one specific cause, so they are not clearly the same issue." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type bug and `return_tensors` being ignored are separate API issues." + "reason": "StaticCache return type bug and return_tensors keyword handling are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight accelerate loading failure is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different model/input-size mismatch and a dtype inference mismatch; not the same bug." + "reason": "OmDet-Turbo image-size mismatch is unrelated to dtype mismatch issues." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked LM regression and generic tokenization changes are not the same underlying defect." + "reason": "CamemBERT masked-LM prediction regression and tokenization version changes are too different to treat as duplicates." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both are about v5 pipeline removals, but one is an error-message issue and the other is docs drift; related, but not the same concrete bug." + "reason": "Both mention v5 pipeline removals, but one is an error message bug and the other is stale documentation." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen/VL issues, but one is a load-time `weight_only` error and the other is a RoPE position-id scaling regression." + "reason": "Both involve Qwen VL, but one is a loading error and the other is a RoPE position-id scaling bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading regressions: FSDP CPU RAM-efficient loading vs unexpected `_is_hf_initialized` argument handling." + "reason": "Both are model-loading regressions, but they hit different APIs and failure points." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer regex patch crash and Gemma4Processor `_tokenizer` missing are separate processor/tokenizer failures." + "reason": "Different AttributeError failures in different components: Mistral regex patching vs Gemma4Processor tokenization state." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend installation issue and Mistral tokenizer patch crash are unrelated." - }, - { - "left": "issue:43906", - "right": "issue:46209", - "accept": false, - "reason": "Isolated reproduction of an older issue and FP8 inference failure on B200 are unrelated." + "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both touch mistral_common/Gemma4-ish loading, but one is an import dependency break and the other is `continue_final_message` behavior; not the same bug." + "reason": "Both involve mistral_common, but one is a missing import during Gemma 4 loading and the other is a continue_final_message tokenizer behavior bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime bugs." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio processor sampling-rate defaulting and DAC latent decoding mismatch are different processor/model bugs." - }, - { - "left": "issue:45003", - "right": "issue:46285", - "accept": false, - "reason": "Unsafe `sys.modules` access and CLIPTextModel structure inconsistency are separate issues." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer `compute_loss` signature mismatch are unrelated." + "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are unrelated hardware/runtime issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44561 with issue:45020, is well supported by the titles and descriptions, and the other pairwise rejections do not overstate duplication evidence." + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are appropriately conservative overall. The accepted tokenizer pair is plausibly mergeable as a single bugfix, and the other pairs are reasonably kept separate based on distinct models, APIs, or failure modes." }, "evaluator_used": true, "retried": false, @@ -5692,16 +5625,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ + "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:42490", "issue:43257", "issue:43262", "issue:43329", @@ -5713,7 +5646,6 @@ "issue:43645", "issue:43650", "issue:43653", - "issue:43696", "issue:43697", "issue:43720", "issue:43742", @@ -5725,7 +5657,6 @@ "issue:44060", "issue:44368", "issue:44387", - "issue:44479", "issue:44554", "issue:44589", "issue:44610", @@ -5735,6 +5666,7 @@ "issue:44936", "issue:44977", "issue:44991", + "issue:45003", "issue:45020", "issue:45042", "issue:45084", @@ -5742,27 +5674,33 @@ "issue:45538", "issue:45600", "issue:45803", + "issue:46209", + "issue:46285", "issue:46421", "issue:46424" ], "soft_pairs": [ - "issue:43653|issue:44912", + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", "issue:43526|issue:43697", - "issue:43742|issue:45020", - "issue:45084|issue:45538", + "issue:43653|issue:44912", "issue:44060|issue:44368", + "issue:45084|issue:45538", "issue:43526|issue:44554", + "issue:43742|issue:45020", "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:43650|issue:43906", "issue:43746|issue:44811", + "issue:43550|issue:44912", "issue:43819|issue:43927", "issue:44387|issue:44617", - "issue:36010|issue:43645", "issue:43257|issue:43329", + "issue:36010|issue:43645", "issue:43720|issue:44610", "issue:43854|issue:44977", "issue:38175|issue:44610", @@ -5771,219 +5709,216 @@ "issue:43531|issue:45042", "issue:39692|issue:44912", "issue:45459|issue:45803", - "issue:43262|issue:44811", - "issue:42490|issue:43257", - "issue:43257|issue:43696", - "issue:43329|issue:44479" + "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "b96fc63c673cae465f7d1603e639952ff277b367f635973923e1d4cdc5ba5043", + "prepared_review_unit_hash": "f1a50878cad5b333e726b7683bb80d22fb9af26f5885d7a6037de8f6bd8c2b21", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose mix of unrelated Transformers issues. None of the soft pairs is strong enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers issues across loading, quantization, processors, training, cache, and model-specific regressions. I found no pair that is clearly the same underlying bug/change, so no canonical issue or PR emerges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items cover distinct failures in different subsystems and model families, with only superficial thematic overlap.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No best issue candidate because there is no coherent duplicate cluster to anchor on; the closest matches are still different bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Both involve tokenization/loading, but one is a BigBirdTokenizer special-token decode bug and the other is a gguf quantization loading regression for git-oss-20b. Different failure modes and code paths." + "reason": "Unrelated issues: one is a reproduction of an upstream correctness issue, the other is FP8 inference failure on B200 hardware." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is an RTDetrV2 output regression. Same general ML area, but not the same bug." + "reason": "Different code paths: audio chat-template sampling-rate defaulting vs DAC latent reconstruction mismatch." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Both concern model loading, but 43742 is a specific key error for MobileLLM-125M while 45020 is a broad remote_code regression affecting many models." + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice preset vs trainer compute_loss signature change." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast reduce_labels behavior vs RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Completely different issues: template-node compilation vs CLIPTokenizer max_length handling." + "reason": "Unrelated: BigBirdTokenizer special-token registration vs GGUF loading fallback/quantization behavior." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings around Qwen models, but 44060 reports an incorrect layer-wide tie to dt_bias, while 44368 is a fine-tuning warning about tie_word_embeddings. Not clearly the same bug." + "reason": "Similar theme of tied-weight warnings, but different models and symptoms; not clearly the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: template compilation error vs CLIPTokenizer max_length constant misuse." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Unrelated: image-processor label reduction vs an MPS attention correctness issue." + "reason": "No overlap beyond being model/library issues; one is image-label reduction, the other an MPS attention correctness bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "One is a model load KeyError, the other is a broad remote_code regression; too different to merge." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Video multimodal token handling vs stale auto_mappings references to removed configs; different subsystems and symptoms." + "reason": "Different bugs in different areas: multimodal token counting video branch vs removed Sam3LiteText auto-mapping references." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "No overlap in root cause: Float8 storage lookup failure vs PIL backend unexpectedly requiring torchvision." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "The titles do not describe the same technical problem; one is a vague placeholder issue, the other is an isolated reproduction of a specific upstream bug." + "reason": "Unrelated: missing Float8 storage handling vs unnecessary torchvision requirement in PIL processors." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both touch loading, but 43452 is a gguf_file API break for AutoTokenizer/AutoModelForCausalLM, while 44991 is a tokenizer-loading regression for a specific model." + "reason": "Different loading regressions affecting different artifacts and APIs; not the same underlying bug." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: one is a ZeRO-3 IndexError with a non-pretrained Bert model; the other is evaluate() failing after train()." + "reason": "Different training failures: zero3/non-pretrained BERT index error vs post-train evaluate failure." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and git-oss-20b MXFP4 load fallback are unrelated bugs." + "reason": "No relation: placeholder issue text vs a concrete reproduction of an upstream issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to Whisper batch_decode ignoring skip_special_tokens." + "reason": "Different subsystems: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime failures: torch.compile with SDPA vs MXFP4 quantization fallback on load." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "One is a DAC STE/from_latents numerical mismatch; the other is DiaConfig losing custom token IDs on save/load. Different components and causes." + "reason": "Different bugs: DAC STE mismatch vs DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOMs, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video inference OOM." + "reason": "Both mention OOM, but causes differ: int4 quantization memory regression vs Sam3Video model OOM." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "ImportError for GenerationMixin and Jupyter custom-model initialization breakage are different issues." + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs multimodal token counting video-branch bug." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to the multimodal token-counting video bug." + "reason": "Both are upgrade regressions, but one is a GenerationMixin import breakage and the other is custom-model initialization in notebooks." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor output-size mismatch." + "reason": "Different issues: BitNet packed-weight loading vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-specific regressions, but they affect different model families and different failure points (loading vs generation with flash-attention)." + "reason": "Different model-specific generation/load failures with different triggers and code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo input-size mismatch are unrelated." + "reason": "Different symptoms and components: SigLIP2 zero probabilities vs OmDet-Turbo processor producing wrong resolution." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin vs unexpected compute_loss keyword argument are unrelated failures." + "reason": "Unrelated upgrade regressions: import error for GenerationMixin vs trainer compute_loss signature mismatch." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is about lazy-init causing recompilation with chunked prefill and the other is about max_cache_length being honored only for Quantized Cache. Not the same bug." + "reason": "Related cache area, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the torchvision requirement regression in PIL backend image processors." + "reason": "Different domains: Qwen3-MoE sliding_window bug vs PIL image processors requiring torchvision." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation-example errors for SigLIP2 and a gguf quantization loading fallback are unrelated." + "reason": "Documentation/example errors for SigLIP2 are unrelated to GGUF/MXFP4 loading behavior." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve broad exception handling, but they are different code paths and bugs: tokenizer protobuf decode handling vs FuyuBatchFeature tensor conversion swallowing exceptions." + "reason": "Both involve exception handling, but they are distinct locations and failure modes; not the same bug." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated audio/decoding issues." - }, - { - "left": "issue:42490", - "right": "issue:43257", - "accept": false, - "reason": "A trailing-slash local-path import warning is not the same as Qwen3 MOE weight conversion under accelerate/deepspeed." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE conversion/loading and GPT-oss-20b CUDA OOM are different problems." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "These are the closest pair, but still not the same concrete bug: 43329 is an undefined-variable failure in _get_num_multimodal_tokens, while 44479 is a broader video-input regression across several Qwen VLMs. Too little evidence to merge." - }, - { - "left": "issue:44554", - "right": "issue:44617", - "accept": false, - "reason": "MPS attention correctness when value-head dim differs from query is unrelated to a CUDA OOM in Sam3Video." + "reason": "Both touch audio processing, but one is sampling-rate defaulting and the other is batch_decode skip_special_tokens handling." } ] }, @@ -6002,10 +5937,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28282", "issue:29159", @@ -6015,6 +5950,7 @@ "issue:40990", "issue:41720", "issue:42175", + "issue:42490", "issue:42915", "issue:43257", "issue:43317", @@ -6027,6 +5963,7 @@ "issue:43582", "issue:43606", "issue:43643", + "issue:43696", "issue:43697", "issue:43742", "issue:43749", @@ -6036,7 +5973,6 @@ "issue:44062", "issue:44291", "issue:44479", - "issue:44560", "issue:44568", "issue:44756", "issue:44821", @@ -6045,11 +5981,9 @@ "issue:44987", "issue:44991", "issue:45042", - "issue:45137", "issue:45356", "issue:45357", "issue:45381", - "issue:45405", "issue:45488", "issue:45538", "issue:45701", @@ -6057,248 +5991,245 @@ "issue:45859" ], "soft_pairs": [ - "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", "issue:43454|issue:43577", + "issue:43643|issue:45759", "issue:43329|issue:43450", "issue:34567|issue:40990", "issue:29159|issue:34567", - "issue:43606|issue:45859", "issue:44568|issue:45356", "issue:43749|issue:44756", + "issue:43606|issue:45859", "issue:43257|issue:43931", "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", "issue:44987|issue:45538", - "issue:42915|issue:45538", "issue:44849|issue:45701", - "issue:43927|issue:44912", "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:42915|issue:45538", "issue:44568|issue:45488", "issue:43452|issue:43582", "issue:33357|issue:34567", - "issue:41720|issue:43540", "issue:42175|issue:43824", - "issue:43317|issue:45538", + "issue:41720|issue:43540", "issue:44062|issue:44991", + "issue:43317|issue:45538", "issue:44479|issue:45381", - "issue:43540|issue:44479", - "issue:28282|issue:34689", - "issue:45137|issue:45405", - "issue:43540|issue:44560" + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "d7bc8200cf9a6f2d5ddcc7b15f0b7ff4455758ffceda423f79dee7116d771889", + "prepared_review_unit_hash": "e8338dbbd40803f2f5ee199031a2f1925abb6b1dd0c24a57743d7847ab65e086", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36492, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports spanning tokenization, model loading, offload/device-map, quantization, and video-processing bugs. Only the Qwen2.5-VL video-input regression pair looks like the same underlying code-path problem.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44479 is the best umbrella issue: it describes a broad v5.3.0 video-input regression, names multiple affected Qwen model families, and matches the more specific Qwen2.5-VL symptom report.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: tokenizer regressions, multimodal/video bugs, model-loading failures, and offload/quantization problems. From titles alone, none of the soft pairs is clearly the same concrete bug with enough confidence to merge.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45488 is the clearest concrete regression report in the set: it names a specific tokenizer override and a visible downstream breakage, while many others are either broader umbrellas or different subsystems entirely.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative bug report in the cluster because it is explicit about the regression scope, affected versions, and affected model families; issue:45381 reads like a narrower manifestation of the same problem.", + "best_issue_reason": "issue:45488 is the best representative issue overall because it is specific, reproducible, and high impact, whereas most other items in the cluster are either unrelated or too vague to serve as a canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Import-warning path handling and Qwen3 MoE weight conversion are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Deepspeed weight conversion failure vs CUDA OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Both concern config/model-loading behavior, but one is about missing fields with trust_remote_code and the other about unwrapping text_config for composite Qwen multimodal configs; different bugs and code paths." + "reason": "Both are video-input related, but one is a missing helper in token counting and the other is a broader regression; not enough to prove the same code-path bug." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "gguf_file / from_pretrained failures are unrelated to Blip2 dtype propagation; no shared concrete bug." + "reason": "Weight tying for AyaVision and Blip2 dtype casting are different model-loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but one is missing fields from trust_remote_code and the other is about unwrapping text_config in from_config; different bugs." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video/multimodal processing, but one is an undefined helper in multimodal token counting and the other is a batched-shape issue in video processors; too different to merge." + "reason": "Video token counting helper failure and batched video processor shape mismatch are related area-wise but not the same defect." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counting and gpt-oss perplexity are unrelated." + "reason": "Trainer token-count tracking and perplexity on GPT-oss are unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistencies are unrelated to TrainerState input-token accounting." - }, - { - "left": "issue:43606", - "right": "issue:45859", - "accept": false, - "reason": "Both mention CPU offload, but the affected models and failure modes differ (device mismatch vs rotary-embedding incompatibility)." + "reason": "Tokenizer inconsistency and TrainerState token-count updates are different subsystems." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Separate tokenizer regressions affecting different models and behaviors; not the same underlying issue." + "reason": "Both are tokenizer regressions, but they describe different concrete failures and model families." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different problems." + "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but the models and failure modes differ; not clearly the same bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen-related loading issues, but one is MoE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL weight-shape mismatch; not the same bug." + "reason": "Qwen3 MoE conversion and Qwen3-VL weight-shape mismatch are different loading failures." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "FineGrainedFP8Config failure and MobileLLM key error are unrelated." + "reason": "Fine-grained FP8 config failure and MobileLLM key error are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights argument handling and PIL image processor torchvision requirements are unrelated." + "reason": "init_empty_weights TypeError and PIL-backend torchvision dependency regression are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL are unrelated." + "reason": "Qwen3 MoE FP8 failure and AutoImageProcessor URL loading are different problems." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/model-loading problems with no shared concrete code path." + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max_length are unrelated tokenizer/model-loading issues." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3.5 hidden-states behavior and a generic tokenization-change report are not the same concrete bug." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "One is a Qwen3.5 output_hidden_states bug; the other is a broad tokenization-version change report." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained key corruption are different issues." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are unrelated." + "reason": "Saving/loading DiaConfig token IDs and MXFP4 load fallback are unrelated." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "RTDetrV2 output differences and Qwen3.5 save_pretrained visual-key corruption are different model families and code paths." + "reason": "Qwen3 MoE FP8 failure and CLIPTokenizer max_length are unrelated." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and failure mechanisms; not the same bug." + "reason": "Missing BOS/EOS insertion and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file / from_pretrained breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "gguf AutoTokenizer/AutoModel loading and AppleSilicon allocator TypeError are unrelated." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error in CLIP model loading is unrelated to TrainerState token counting." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "CUDA assert during auto device mapping and video-input ValueError in Qwen3OmniMoe are different failures." + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend from pip extras and an ImportError for Qwen2_5_VLForConditionalGeneration are unrelated." + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are unrelated." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "device_map/offload loading failure and CLIPTokenizer max length are unrelated." + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken keyword conflict and the other is a tokenizer loading failure; too different to treat as duplicates." + "reason": "AddedToken special-arg conflict and tokenizer loading failure for est-roberta are not the same bug." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These both describe the same v5.3.0 Qwen video-input regression, with 45381 appearing to be the specific Qwen2.5-VL vision_position_ids symptom of the broader issue." + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading failure and CLIPTokenizer max_length are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Both are video-input bugs, but the affected models and observed errors differ." + "reason": "Both are Qwen VLM video regressions, but one is a broad multi-model regression and the other is a specific vision_position_ids issue; titles do not prove the same root cause." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch missing ImportError and Llama 3.2 Vision model loading breakage are unrelated." - }, - { - "left": "issue:45137", - "right": "issue:45405", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque IndexError and an unreleased PEFT minimum version bump are unrelated." - }, - { - "left": "issue:44912", - "right": "issue:45538", - "accept": false, - "reason": "MXFP4 quantization fallback and CLIPTokenizer max length are unrelated." + "reason": "PyTorch ImportError and Llama 3.2 Vision model-loading breakage are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is well grounded in the packet, and the soft-edge verdicts stay conservative. The only accepted pair, issue:44479 vs issue:45381, is supported by the shared v5.3.0 Qwen video-input regression theme, while the rejected pairs are mostly justified as distinct bugs or code paths. The umbrella/canonical issue choice is also defensible." - }, - "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 }, @@ -6310,10 +6241,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:24643", "issue:27957", @@ -6327,10 +6258,9 @@ "issue:42915", "issue:43257", "issue:43404", - "issue:43452", "issue:43493", "issue:43526", - "issue:43531", + "issue:43540", "issue:43577", "issue:43582", "issue:43742", @@ -6341,269 +6271,266 @@ "issue:43994", "issue:44062", "issue:44291", + "issue:44479", "issue:44488", - "issue:44589", + "issue:44560", "issue:44737", "issue:44792", "issue:44821", "issue:44898", "issue:44964", "issue:44987", - "issue:45042", "issue:45072", "issue:45081", + "issue:45137", "issue:45325", - "issue:45357", "issue:45381", + "issue:45405", "issue:45479", "issue:45588", "issue:45823", "issue:45907", - "issue:45920", "issue:45987", "issue:46399", - "issue:46463" + "issue:46463", + "issue:46468" ], "soft_pairs": [ + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", "issue:44987|issue:45907", "issue:24643|issue:29159", "issue:43742|issue:44291", "issue:28282|issue:29127", - "issue:38175|issue:44898", "issue:42915|issue:43749", + "issue:38175|issue:44898", "issue:44737|issue:46463", "issue:42175|issue:44488", "issue:43577|issue:45072", - "issue:44291|issue:44821", "issue:43257|issue:43756", + "issue:43906|issue:46468", "issue:43493|issue:43994", + "issue:44291|issue:44821", "issue:34567|issue:36331", "issue:43526|issue:45479", "issue:44062|issue:45081", "issue:43582|issue:43782", - "issue:43404|issue:45987", "issue:27957|issue:28282", + "issue:43404|issue:45987", "issue:44737|issue:45588", "issue:44792|issue:44964", - "issue:43906|issue:45381", "issue:43756|issue:46399", + "issue:43906|issue:45381", "issue:43756|issue:45325", - "issue:45823|issue:46463", - "issue:45042|issue:45081", - "issue:43742|issue:44589", - "issue:43452|issue:44488", - "issue:43531|issue:44821", - "issue:45357|issue:45920" + "issue:45823|issue:46463" ], - "prepared_review_unit_hash": "c60389f521f39902fc064d3432fe535c08da6eaeba9a1eaadb3da5cf8d38ba83", + "prepared_review_unit_hash": "f1ebc9ce38c8aa8b0275cfe16b908b020e191d8368cd7b873376938c5080276d", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36698, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "soft_pair_count": 28, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The soft pairs share broad subsystems at best (tokenizers, loading, dtype, multimodal, MoE), but they do not describe the same concrete bug or change, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45920 is the broadest and most central regression in the set: it describes a concrete tokenizer bug affecting multiple model families, is still open, and has the strongest evidence of being a cluster anchor.", + "summary": "Most pairs are unrelated bug reports across different models or subsystems. The only likely duplicate is the SigLIP2 implementation mismatch vs. the report of nonsensical outputs/pipeline failure.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only likely duplicate pair; issue:43994 reads like the downstream symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue because it is specific enough to be actionable yet broad enough to cover multiple downstream reports, unlike the many one-off model-specific failures here.", + "best_issue_reason": "issue:43493 is the best representative issue because it states the underlying model discrepancy rather than only the observed bad outputs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they target different Qwen model families and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different models and different errors; not the same bug." + }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different bugs: one is a model load failure, the other is a hub API argument-forwarding regression." + "reason": "CI forwarding `revision` and a Transformers load failure are unrelated." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "Unrelated failures: DeepSpeed training weight-shape error vs tokenizer inconsistency." + "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are different problems." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is a key error on a specific model and the other is an init_empty_weights API mismatch; not the same code-path." + "reason": "MobileLLM key error and `init_empty_weights` argument handling do not look like the same code-path bug." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "ImportError about missing PyTorch is unrelated to a LayoutLMv3 error-message clarity issue." + "reason": "PyTorch missing import error vs. LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both mention vision models, but the symptoms and affected paths differ; no evidence of the same underlying bug." + "reason": "Qwen3 MoE FP8 loading and FSDP CPU RAM efficient loading are different issues." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different training/runtime issues: FineGrainedFP8Config vs FSDP CPU RAM-efficient loading." + "reason": "Different models and symptoms; one is zero probabilities, the other is a Perceiver image-classification failure." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU placement bug and T5 decoder-input validation messaging are unrelated." + "reason": "XLNet CPU tensor creation bug and T5 decoder-input error message are unrelated." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Package/backend installation issue vs a specific model-loading failure; not the same defect." + "reason": "Backend install extras and a model loading failure are unrelated." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both involve dtype mismatches, but they affect different models and code paths, so this is too broad to treat as one bug." + "reason": "Both are dtype-related, but they affect different models and likely different implementation paths." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Init-empty-weights argument handling and AutoImageProcessor-from-URL loading are unrelated." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer behavior are unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are separate model-specific bugs." + "reason": "An isolated reproduction of another issue and a broken Nemotron example are not clearly the same bug." }, { "left": "issue:43493", "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 output correctness problem; one frames it as an HF-vs-JAX discrepancy, the other as nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Same model family, but one is a HF-vs-JAX discrepancy and the other is nonsensical outputs with AutoModel/pipeline; not enough to prove the same root cause." + "reason": "`init_empty_weights` initialization and loading AutoImageProcessor from URL are different failure modes." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer token accounting bug vs custom compute_loss signature breakage are different issues." + "reason": "Trainer token-count tracking and custom `compute_loss` signature incompatibility are unrelated." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss behavior are not the same problem." + "reason": "BeitImageProcessorFast label reduction and sequence-classification loss degeneracy are different bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer constructor conflict vs Mistral regex patch crash; different failure points and causes." + "reason": "AddedToken keyword conflict and Mistral regex patch crashing on missing backend tokenizer are unrelated." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight-only loading error are different issues." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Tied-weight bug in Mistral3 and StaticCache sequence-length type contract are unrelated." + "reason": "XLM-R with Flash Attention 2 and missing PyTorch import are unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Flash Attention 2 behavior for XLM-RoBERTa is unrelated to missing-PyTorch import handling." + "reason": "Mistral3 lm_head tying and `StaticCache.get_seq_length()` return type are unrelated." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU-side XLNet positional encoding and flash_attention.py crash on s_aux=None are different code paths." + "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different code paths." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal model failures; one is a failed generation test, the other is model loading." + "reason": "A Janus test failure and a Phi-4 multimodal load failure are not the same bug." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "A reproduction of another issue is not itself enough to match this Qwen2.5-VL video position-id bug; the titles do not show the same defect." + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration error are unrelated." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "RoPE-layer dropping in Smollm3 and a Qwen3.5 kernel registration crash are unrelated." + "reason": "A generic reproduction issue and a specific Qwen2.5-VL vision_position_ids regression are not clearly duplicates." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both touch RoPE/position logic, but they affect different models and describe different mistakes." + "reason": "Smollm3 RoPE-layer behavior and Qwen2.5-VL temporal position scaling are unrelated." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device placement mismatch and T5 decoder validation error are not the same bug." - }, - { - "left": "issue:45042", - "right": "issue:45081", - "accept": false, - "reason": "Image processor torchvision dependency handling is unrelated to the Mistral regex patch crash." - }, - { - "left": "issue:43742", - "right": "issue:44589", - "accept": false, - "reason": "Key error loading MobileLLM-125M and float8 storage lookup failure are separate loading problems." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Both are load failures, but one is a gguf_file regression across tokenizer/CausalLM loading and the other is a specific model not loading; not the same underlying bug." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." - }, - { - "left": "issue:45357", - "right": "issue:45920", - "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key regression is a serialization bug, not the tokenizer ID regression in 45920." + "reason": "Gemma4 device mismatch and T5 decoder-input validation messaging are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug based on the shared model/title context. The other soft-edge rejections are reasonably cautious given the differing models, subsystems, or failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6615,10 +6542,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:24643", "issue:28282", @@ -6627,55 +6554,60 @@ "issue:32090", "issue:33357", "issue:33666", - "issue:38175", "issue:41762", "issue:43295", "issue:43452", + "issue:43531", "issue:43643", - "issue:43653", "issue:43688", "issue:43697", "issue:43720", + "issue:43742", "issue:43749", "issue:43819", - "issue:43906", "issue:44361", "issue:44442", "issue:44466", - "issue:44484", + "issue:44488", "issue:44493", "issue:44514", + "issue:44589", "issue:44625", - "issue:44704", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44913", "issue:44936", "issue:45005", + "issue:45042", + "issue:45081", "issue:45200", "issue:45216", "issue:45356", - "issue:45372", + "issue:45357", "issue:45375", "issue:45381", "issue:45405", "issue:45600", - "issue:45823", + "issue:45920", "issue:46050", "issue:46121", - "issue:46170", - "issue:46202", "issue:46463" ], "soft_pairs": [ + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45357|issue:45920", + "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:44913|issue:46121", "issue:43720|issue:44898", - "issue:45200|issue:46463", "issue:43643|issue:45375", "issue:43697|issue:45216", + "issue:45200|issue:46463", "issue:24643|issue:29127", "issue:44625|issue:44877", "issue:41762|issue:44936", @@ -6683,207 +6615,201 @@ "issue:44514|issue:45381", "issue:44466|issue:45005", "issue:43452|issue:44843", - "issue:30064|issue:33666", "issue:43819|issue:44811", + "issue:30064|issue:33666", "issue:43688|issue:43749", "issue:28282|issue:32090", - "issue:43906|issue:46202", - "issue:44936|issue:45823", - "issue:45372|issue:46170", "issue:28282|issue:33357", - "issue:43295|issue:45356", "issue:44361|issue:44442", - "issue:43653|issue:44361", - "issue:44484|issue:44704", - "issue:38175|issue:43295" + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "569cf4c53aaf8346b7438c18be6bc33579ef9ed653df9969c96e3567bf480ee5", + "prepared_review_unit_hash": "cff54a995fd2ac0ce582ff07dfb4ec8129f121374a2669a447f46bb1c1a3df9a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35748, - "estimated_input_tokens": 8937, - "estimated_eval_tokens": 18130 + "soft_pair_count": 25, + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly different bugs. The only likely duplicate-like pair is 44466/45005, which both point to a tied-weights serialization regression in v5; this should be treated as the same bug family rather than a fully confirmed duplicate from the available metadata alone.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45005 is the better representative for the tied-weights regression because its title is broader and it frames the problem at the translation-model / v5 level, making it the more general anchor for the family of serialization symptoms.", + "summary": "Mostly a heterogeneous cluster of unrelated issues. The only plausible duplicate thread is the tied-weights regression in v5 around serialization/loading for translation models.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45005 is the broadest representative of the only credible duplicate thread: tied-weights serialization/loading regressions in v5. It subsumes the more specific device-dependent lm_head.weight report in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest standalone issue for this cluster because it most directly describes the underlying tied-weights serialization problem and can cover the narrower lm_head.weight device-dependent symptom in issue:44466.", + "best_issue_reason": "Issue 45005 has the clearest, broadest scope among the related items and is the best anchor for the tied-weights regression thread.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: torchvision dependency in PIL image processors vs Mistral regex patch crash during tokenizer loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file regression and the other is a specific model load failure; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated load-time errors: KeyError for MobileLLM loading vs Float8 storage lookup/type handling." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different model families and different operations: incorrect visual encoder keys on save vs wrong token IDs on AutoTokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic is unrelated to AutoImageProcessor URL loading." + }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Different defects: a PEFT version pin mismatch vs stale auto-mapping entries for removed configs." + "reason": "One is a dependency version bump not yet on PyPI; the other is stale auto_mappings references causing CI breakage." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch config/rope handling, but one is silent fallback on reload and the other is a TypeError on JSON-loaded lists." + "reason": "Both touch config/rope settings, but one is silent default reversion on reload and the other is a TypeError during validation conversion." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Unrelated subsystems and failure modes: BitNet packed-weight loading vs Perceiver image resolution handling." - }, - { - "left": "issue:45200", - "right": "issue:46463", - "accept": false, - "reason": "Different models and problems: Gemma 4 token type defaults vs T5 decoder input validation messaging." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated bugs." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve missing fields, but the loading paths and model-specific strictness issues are different." + "reason": "Both involve config fields, but one is generic trust_remote_code config loss and the other is a specific Qwen vision config field dropped by strict parsing." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different bug classes: RTDetrV2 output mismatch vs Qwen3.5 checkpoint saving regression." + "reason": "Different regressions on different models: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids behavior is unrelated to T5 decoder input validation error messaging." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different issues: DeepSpeed weight-shape runtime error vs LayoutLMv3 error-message clarity." + "reason": "DeepSpeed training RuntimeError and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but they describe different defects: num_labels propagation vs strict config blocking granite_speech." + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different execution contexts and symptoms: ZeRO-3 loading failure vs trainer evaluate-after-train failure." + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate after train are not the same issue." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different serialization regressions affecting different features and code paths." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization/loading problems." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Same broad model family, but different code paths and failures: batched chat-template crash vs video vision-position-id mismatch." + "reason": "Both are Qwen2.5-VL, but one is batched chat template padding and the other is video vision_position_ids; not the same bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": true, - "reason": "Likely the same tied-weights serialization regression family in v5: one is the narrower lm_head.weight/device symptom, the other the broader translation-model tied-weights report." + "reason": "These are the same tied-weights regression thread in v5: 44466 reports device-dependent lm_head.weight serialization, while 45005 describes the broader translation-model tied-weights failure." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but one is gguf_file model/tokenizer loading and the other is an unconditional hub lookup in mistral regex patching." + "reason": "Both involve AutoTokenizer/from_pretrained, but the root causes differ: gguf_file loading breakage vs an unconditional model_info call in the Mistral regex patch." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Unrelated topics: void segmentation-map processing vs Qwen2-VL multi-GPU training." + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different components and failures: DAC latent reconstruction mismatch vs Whisper batch_decode special-token handling." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different subsystems and failures." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different bug classes: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training behaviors." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Different errors and code paths: missing PyTorch import vs Trainer GPU broadcast NoneType failure." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "One is only an isolated reproduction reference; the other is a Gemma pipeline roundtrip tokenizer issue." - }, - { - "left": "issue:44936", - "right": "issue:45823", - "accept": false, - "reason": "Different training/runtime failures: trainer lifecycle issue vs Gemma4 PLE device mismatch under auto device mapping." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Different import/dependency problems: Gemma 4 processor loading vs Windows ROCm torch.distributed dependency issues." + "reason": "PyTorch import detection and NoneType broadcast in Trainer are unrelated errors." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different regressions in tokenizer/processor behavior affecting different models and mechanisms." + "reason": "ImportError for missing PyTorch and MacOS bus error on CLIP are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures for different tokenizers and call paths." - }, - { - "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "Different tokenizer bugs: special-token registration vs AttributeError on tasks." + "reason": "Different tokenizer failures on different models; no shared underlying bug is evident." }, { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "Different concerns: a save_pretrained shard-size question vs missing kwargs propagation in AutoProcessor loading." - }, - { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Unrelated: SigLIP2 zero-probabilities behavior vs processor/tokenizer regression in v4.57.5." + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec handling plus warning text." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 44466/45005 match is plausible from the titles, but the writeup overstates what the packet supports. We only have titles/body lengths here, not the issue bodies, so claims like \"clearly reproducible\" and \"most detailed report\" are not grounded. The soft-edge verdicts are mostly conservative, but the duplicate call should be phrased more cautiously as a likely same-family tied-weights serialization regression rather than a strong confirmed duplicate." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft pair, 44466/45005, is plausibly the same tied-weights regression thread, and the other pair verdicts avoid overstating duplicates." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -6896,22 +6822,21 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:24643", "issue:27957", "issue:29159", "issue:32090", "issue:33357", - "issue:33666", "issue:34567", - "issue:36010", + "issue:38175", "issue:41720", + "issue:43295", "issue:43452", - "issue:43504", "issue:43531", "issue:43550", "issue:43577", @@ -6920,7 +6845,6 @@ "issue:43653", "issue:43688", "issue:43697", - "issue:43720", "issue:43742", "issue:43749", "issue:43756", @@ -6928,29 +6852,36 @@ "issue:44361", "issue:44464", "issue:44479", + "issue:44484", "issue:44514", - "issue:44554", "issue:44561", "issue:44568", - "issue:44610", "issue:44625", + "issue:44704", "issue:44743", - "issue:44821", "issue:44843", + "issue:44936", "issue:44977", "issue:44991", "issue:45290", + "issue:45372", "issue:45440", "issue:45491", "issue:45542", "issue:45701", "issue:45704", + "issue:45823", "issue:46002", + "issue:46170", "issue:46178", - "issue:46209", "issue:46402" ], "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:38175|issue:43295", "issue:43452|issue:43577", "issue:45542|issue:46178", "issue:24643|issue:27957", @@ -6959,258 +6890,223 @@ "issue:43577|issue:43697", "issue:44843|issue:44991", "issue:44464|issue:44743", - "issue:44514|issue:45290", "issue:43646|issue:43749", - "issue:43531|issue:43742", "issue:43688|issue:45440", + "issue:44514|issue:45290", + "issue:43531|issue:43742", "issue:43756|issue:46402", - "issue:43653|issue:43927", - "issue:45491|issue:46002", "issue:43688|issue:45704", + "issue:45491|issue:46002", + "issue:43653|issue:43927", "issue:43550|issue:43927", "issue:43688|issue:45701", "issue:43550|issue:44361", - "issue:43643|issue:44561", "issue:44479|issue:44625", + "issue:43643|issue:44561", "issue:44464|issue:44977", "issue:32090|issue:34567", - "issue:41720|issue:44464", - "issue:44977|issue:46209", - "issue:43504|issue:43720", - "issue:43504|issue:43550", - "issue:43504|issue:44610", - "issue:43742|issue:44821", - "issue:33666|issue:36010", - "issue:32090|issue:33666", - "issue:43577|issue:44554" + "issue:41720|issue:44464" ], - "prepared_review_unit_hash": "a9bb7572ac9a5a063e4cf3e05fc6a3b86cef542d8d0c1de5aec959af3e3d2dfd", + "prepared_review_unit_hash": "5d343f24406ca68960f6d4a74a2e0a391ee26de14306eb52a356c3656f13b2e4", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37234, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "soft_pair_count": 29, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft edges are lexical/topic overlap rather than clear duplicates. I would not merge any of the proposed pairs. If forced to pick an issue representative, #45701 is the broadest and most referenced, but it is still not a true umbrella duplicate.", - "confidence": 0.23, - "canonical_issue_reason": "No single true canonical duplicate stands out in this mixed cluster; #45701 is the broadest and most referenced issue, so it is the best representative if one must be chosen.", + "summary": "Mostly unrelated issue pairs across tokenizer, loading, training, and backend areas. The only likely duplicate is the `apply_chat_template` crash pair (44514/45290), which appears to describe the same assistant/tool-call tokenization failure from titles alone.", + "confidence": 0.86, + "canonical_issue_reason": "44514 is the earlier issue and its title matches the broader `apply_chat_template` crash area best. 45290 looks like a probable later duplicate, but with only titles/metadata available I\u2019d phrase this as a likely duplicate rather than a confirmed same-crash report.", "canonical_pr_reason": null, - "best_issue_reason": "#45701 has the widest scope and the most inbound references among the issues here, so it is the strongest cluster representative, though the cluster is not actually cohesive.", + "best_issue_reason": "44514 is the best canonical issue because it is earlier and the title is the clearest broad match for the shared `apply_chat_template` failure. 45290 is the more specific follow-up report, so it fits as the duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: Gemma4 processor import regression vs Windows/ROCm torch.distributed import/type error." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but the titles point to different bugs and different models." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to a Gemma4 device-mismatch forward error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` save_pretrained behavior is unrelated to AutoProcessor kwargs propagation." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and a custom model processor/tokenizer regression are different issues." + }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different problems: GGUF loading/import path vs Blip2 dtype handling." + "reason": "`gguf_file` loading breakage is unrelated to BLIP2 dtype staying float32." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both mention backend errors, but they are different offending backends and different failure modes." + "reason": "Both involve backend/TensorFlow wording, but the concrete errors are different." }, { "left": "issue:24643", "right": "issue:27957", "accept": false, - "reason": "Training/DeepSpeed weight-shape error is unrelated to XLM-Roberta Flash Attention 2 support." + "reason": "DeepSpeed weight-dimension training error is unrelated to XLMRoberta Flash Attention 2 support." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token bugs, but they concern different tokenizers and distinct code paths." + "reason": "Different tokenizer special-token bugs on different models; not the same defect." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency and MacOS bus error on a CLIP model are unrelated." + "reason": "Tokenizer consistency issue and CLIP bus error on macOS are unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype mismatch and RTDetrV2 output divergence are different bugs." + "reason": "BLIP2 dtype retention and RTDetrV2 output divergence are different code-path problems." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both affect tokenizer loading, but one is an offline-model_info regression and the other is an est-roberta tokenizer load failure." + "reason": "Offline hub access in `_patch_mistral_regex` is unrelated to tokenizer loading for EMBEDDIA/est-roberta." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/state, but the concrete bugs and code paths are different." - }, - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both hit apply_chat_template, but under different inputs and crash conditions." + "reason": "Compiled chunked generation inconsistency is not the same as Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model init breakage and FSDP CPU RAM efficient loading are unrelated issues." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to MobileLLM key errors during load." + "reason": "Custom model initialization breakage in v5 is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Different MoE correctness problems in different model families and code paths." + "reason": "Both are MoE-related, but the auxiliary-loss normalization bug and DeepseekV3MoE divergence are different problems." }, { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "RoPE-layer dropping and Sam3 text encoder weight loading are unrelated." + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "Very similar `apply_chat_template` crash wording, both centered on batched/assistant/tool-call handling and empty content; likely the same underlying bug." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both are token/config related, but one is a missing special-token registration and the other is custom token IDs lost on save/load." + "reason": "Qwen3-MoE sliding-window issue is unrelated to a MobileLLM-125M key error on load." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "NaNs from mixed-length sliding-window attention are unrelated to classification-head NaNs on checkout/init." + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3Model text-encoder weights not loading." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss normalization and T5 RMSNorm memory leak are unrelated." + "reason": "MoE auxiliary-loss normalization is unrelated to T5 using apex.FusedRMSNorm and leaking memory." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Torch.compile SDPA failure is unrelated to DiaConfig custom token ID persistence." + "reason": "Different NaN symptoms with different triggers and model contexts." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "A specific MoE loss bug is not the same as a broad tokenization regression report." + "reason": "BigBird special-token decode bug is unrelated to DiaConfig losing custom token IDs after save/load." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are different bugs." + "reason": "torch.compile + SDPA failure for Bamba-9B-v2 is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a removed helper breaking remote models." + "reason": "Video-input regression across Qwen VL models is unrelated to Qwen3.5 num_labels propagation." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Video-input regression and num_labels propagation are unrelated." + "reason": "Both involve `trust_remote_code`, but the concrete failures are different." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked generation with compiled forward is different from Qwen3.5 flash-attention generation failure." + "reason": "Compiled chunked-generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError is unrelated to TrainerState token count tracking." + "reason": "Trainer broadcast TypeError is unrelated to `num_input_tokens_seen` not updating." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping cudaErrorAssert is unrelated to chunked generation output inconsistency." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Flash-attention generation failure and FP8 inference on B200 are different hardware/model issues." - }, - { - "left": "issue:43504", - "right": "issue:43720", - "accept": false, - "reason": "Legacy-field loading for Beit and packed-weight unpacking for BitNet are distinct load-path bugs." - }, - { - "left": "issue:43504", - "right": "issue:43550", - "accept": false, - "reason": "Pretrained loading failure and Bamba torch.compile SDPA failure do not share the same bug." - }, - { - "left": "issue:43504", - "right": "issue:44610", - "accept": false, - "reason": "Model preset loading with a legacy field is unrelated to OmDet-Turbo processor image-size mismatch." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading are different loader issues." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Qwen2-VL multi-GPU training." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "Blip2 dtype persistence and MPS attention correctness are different code paths and symptoms." + "reason": "Qwen3 auto device-map cuda assert is unrelated to compiled forward chunked-generation inconsistency." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge rejections are mostly conservative, but the canonical duplicate call is a bit overstated for the evidence available. In the packet we can see only the titles/metadata, not the bodies, so claims like \u201cmore specific reproduction details\u201d and \u201csame crash\u201d are stronger than what the packet directly supports. The safer phrasing would be that 44514 is the earlier, likely related report, with 45290 as a probable duplicate based on similar apply_chat_template crash wording." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7222,14 +7118,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28218", + "issue:32090", "issue:33357", "issue:33666", + "issue:36010", "issue:36331", "issue:39692", "issue:43262", @@ -7237,32 +7135,32 @@ "issue:43295", "issue:43452", "issue:43493", + "issue:43504", "issue:43525", - "issue:43540", + "issue:43550", "issue:43572", "issue:43577", "issue:43606", - "issue:43646", "issue:43688", "issue:43720", + "issue:43742", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44361", "issue:44451", - "issue:44464", "issue:44466", "issue:44488", "issue:44554", "issue:44568", + "issue:44610", "issue:44625", + "issue:44821", "issue:44843", "issue:44849", "issue:44964", "issue:44977", - "issue:45200", - "issue:45229", "issue:45357", "issue:45405", "issue:45588", @@ -7272,27 +7170,34 @@ "issue:46050", "issue:46192", "issue:46209", - "issue:46365", - "issue:46424" + "issue:46365" ], "soft_pairs": [ + "issue:43504|issue:43720", + "issue:44977|issue:46209", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:33666|issue:36010", "issue:44466|issue:46050", + "issue:43742|issue:44821", "issue:43577|issue:45588", "issue:44554|issue:46365", "issue:43720|issue:43927", "issue:43262|issue:43295", - "issue:43452|issue:44451", "issue:43606|issue:43927", + "issue:43452|issue:44451", "issue:45823|issue:46050", + "issue:44849|issue:46209", "issue:33666|issue:36331", "issue:43994|issue:46192", - "issue:44849|issue:46209", - "issue:43525|issue:43572", - "issue:43720|issue:44361", "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43525|issue:43572", "issue:44625|issue:46002", - "issue:43493|issue:43825", "issue:28218|issue:33357", + "issue:43493|issue:43825", "issue:44964|issue:45405", "issue:39692|issue:43493", "issue:44849|issue:45357", @@ -7300,214 +7205,234 @@ "issue:44488|issue:44843", "issue:43493|issue:43844", "issue:39692|issue:43295", - "issue:43278|issue:43844", - "issue:45200|issue:45229", - "issue:43540|issue:44977", - "issue:44464|issue:46424", - "issue:43646|issue:44466" + "issue:43278|issue:43844" ], - "prepared_review_unit_hash": "9785fa8bd51a1505ced1073c1b83e499940614e93a452f41febe105917f84d19", + "prepared_review_unit_hash": "bba9661e6a027b8b268d4565b4a54b609f010308ff93d2a3f9469b90b091c836", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35902, - "estimated_input_tokens": 8976, - "estimated_eval_tokens": 18208 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose thematic cluster of mostly unrelated bugs; there are no strong duplicate pairs. The best representative issue is the broad tokenizer regression in Granite models.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45812 is the clearest, most broadly impactful bug here: a concrete tokenizer regression affecting all Granite models, with multiple inbound references and a well-scoped failure mode.", + "summary": "All candidate edges are superficial text-similarity matches. They span unrelated models, configs, and failure modes, so there is no true duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest canonical candidate because it is concrete, user-visible, and more central than the other narrowly scoped model-specific issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: BEiT legacy preset field vs BitNet packed-weight loading." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different models and paths: Qwen3.5 flash-attention generation vs FP8 B200 inference." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field load error is unrelated to Bamba torch.compile SDPA crash." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer gpu_broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset load bug is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype retention bug differs from MPS attention correctness issue." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to GenerationMixin import failure." + }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load behavior, but one is tied-weight serialization by device and the other is a quantized-sinq reload failure; different code paths and symptoms." + "reason": "Tied-weight serialization bug differs from sinq quantized save/load breakage." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is an AttributeError in flash-attention integration for sink-less models. Not the same bug." + "reason": "Blip2 dtype casting is unrelated to flash_attention.py s_aux=None crash." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Completely different problems: an attention correctness issue on MPS versus an import failure involving Trainer and datasets." + "reason": "MPS attention correctness issue is unrelated to Trainer import conflict." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "One is a packed-weights loading bug in BitNet; the other is DiaConfig losing custom token IDs after save/load. Different artifacts and failure modes." + "reason": "BitNet packed-weight load bug is unrelated to DiaConfig token-id persistence." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both touch processors, but one is an audio sampling-rate default bug and the other is a regression in processor.tokenizer/image passing. Not duplicates." + "reason": "Audio sampling-rate default is unrelated to processor.tokenizer/image-handling regression." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both are model loading complaints, but they concern different models and different loader regressions; no evidence of the same underlying defect." + "reason": "CPU-offload device mismatch is unrelated to DiaConfig save/load token IDs." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig custom token ID loss." + "reason": "GGUF from_pretrained breakage is unrelated to ScandiBERT model loading." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to the sinq save_pretrained/from_pretrained breakage." + "reason": "Gemma4 device-mapped forward mismatch differs from sinq save/load corruption." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to FP8 B200 inference." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU Qwen2-VL training and a CustomTrainer compute_loss signature error are unrelated." + "reason": "Multi-GPU training issue is unrelated to custom compute_loss signature change." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different behaviors in different call paths." - }, - { - "left": "issue:44849", - "right": "issue:46209", - "accept": false, - "reason": "Qwen3.5 hidden-states behavior and FP8 inference failure on B200 are unrelated." + "reason": "SigLIP2 incorrect results differ from return_tensors being ignored." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Both mention missing pad token-related config fields, but they affect different model configs and attribute names; too weak to treat as the same bug." + "reason": "BF16/FP32 eval dtype drift is unrelated to aux-loss normalization." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet accelerate loading bug is unrelated to MLukeTokenizer task AttributeError." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to auxiliary-loss normalization." + "reason": "Different configs and fields: Llama4 pad_token_id vs StableLm pad_token_idx." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different issues." + "reason": "Qwen3.5 num_labels propagation is unrelated to classification-head NaNs." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + "reason": "Tokenizer extra-space bug is unrelated to MacOS CLIP bus error." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Tokenizer spacing after added token and a MacOS bus error in a CLIP model are unrelated." + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to pipeline translation-support message." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading and a PEFT version pin problem are not the same defect." + "reason": "Phi-4 multimodal load failure is unrelated to an unreleased PEFT version bump." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example errors and SigLIP2 implementation discrepancies are different enough to avoid merging; one is an example/documentation failure, the other is model correctness." + "reason": "Docs-example model/processor errors are not the same as core SigLIP2 implementation mismatch." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys on save_pretrained are distinct bugs." + "reason": "Qwen3.5 hidden-state bug differs from save_pretrained visual-key regression." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is special-token insertion for mdeberta-v3 and the other is wrong token IDs for Granite; different models and mechanisms." + "reason": "mDeBERTa special-token regression is unrelated to Granite tokenizer IDs." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "A specific model load failure and an offline-mode failure in _patch_mistral_regex are different bugs." + "reason": "Model loading failure for sleng-bert is unrelated to offline model_info patch." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 correctness and ZeRO-3 gradient growth are unrelated." + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient explosion." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 example issues and processor.tokenizer regression are unrelated." + "reason": "SigLIP2 docs example failure is unrelated to processor.tokenizer regression." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and abnormal gradient growth under ZeRO-3 are different training issues." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Text-only mm_token_type_ids defaulting and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44977", - "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Qwen3.5 flash-attention generation bug are different code paths." - }, - { - "left": "issue:44464", - "right": "issue:46424", - "accept": false, - "reason": "Chunked generation with compiled forward and cache max length handling are different runtime behaviors." - }, - { - "left": "issue:43646", - "right": "issue:44466", - "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are different v5 regressions, not the same concrete bug." + "reason": "Embedding dtype drift is unrelated to ZeRO-3 gradient inflation." } ] }, @@ -7526,31 +7451,29 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28218", - "issue:29159", "issue:29942", "issue:30333", - "issue:32090", "issue:33357", "issue:33666", "issue:34567", - "issue:42490", "issue:43065", "issue:43257", "issue:43278", "issue:43299", "issue:43334", "issue:43504", + "issue:43540", "issue:43572", "issue:43575", "issue:43606", + "issue:43646", "issue:43653", - "issue:43696", "issue:43701", "issue:43824", "issue:43844", @@ -7562,38 +7485,44 @@ "issue:44361", "issue:44423", "issue:44464", + "issue:44466", "issue:44493", "issue:44589", "issue:44734", "issue:44792", "issue:44964", + "issue:44977", + "issue:45200", "issue:45229", "issue:45405", - "issue:45406", "issue:45520", "issue:45584", "issue:45588", "issue:45759", "issue:45823", "issue:46050", - "issue:46121", "issue:46285", - "issue:46369" + "issue:46369", + "issue:46424" ], "soft_pairs": [ - "issue:44589|issue:45520", - "issue:43334|issue:43572", + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", "issue:33357|issue:33666", - "issue:43824|issue:44589", + "issue:43334|issue:43572", "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44589|issue:45520", "issue:43504|issue:43606", - "issue:43334|issue:45759", "issue:43927|issue:44361", - "issue:43572|issue:44291", + "issue:43334|issue:45759", "issue:43278|issue:43701", "issue:45229|issue:45823", "issue:43575|issue:45405", "issue:44493|issue:46285", + "issue:43572|issue:44291", "issue:44792|issue:45405", "issue:43504|issue:43653", "issue:43606|issue:44112", @@ -7605,207 +7534,210 @@ "issue:44423|issue:44734", "issue:29942|issue:30333", "issue:43844|issue:44964", - "issue:28218|issue:34567", - "issue:42490|issue:43696", - "issue:29159|issue:32090", - "issue:45406|issue:46121" + "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "3fb76ec779617a43cfcc1501bcecc1290b9b3239a5d6152b1f9aff8e0a27bbe1", + "prepared_review_unit_hash": "30318fcbecbab39d828df9fcf32ae92888c925c3e08046fd8ef17ad688882040", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36108, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "soft_pair_count": 29, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft-similarity pairs share broad themes (tokenizers, Qwen/Gemma/serve, offloading, etc.) but not the same concrete bug or fix path. I found no safe duplicate merges.", - "confidence": 0.29, - "canonical_issue_reason": "issue:43873 is the most central open issue in the set by engagement and breadth, but the cluster does not contain a true duplicate subgroup to canonically collapse around.", + "summary": "This cluster is heterogeneous: most items are distinct bug reports across different model families and subsystems. The soft links mostly reflect broad topical similarity (Qwen, Gemma, loading, serving, quantization) rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated failure modes and model families, and the soft pairs do not point to one shared underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue here because it is open, high-activity, and broadly phrased; however, it is not a duplicate of the other items.", + "best_issue_reason": "No global best issue stands out because the cluster does not represent one concrete bug/change; it is better treated as multiple separate issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different failures: missing Float8 storage lookup vs flash-attn import_utils KeyError on Python 3.13." + "reason": "Gemma4 text-only mm_token_type_ids handling is unrelated to a Gemma4 31B multi-GPU CUDA OOM." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen multimodal/attention paths, but one is a video-processing ValueError and the other is a flash-attention generation issue; different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "One is a custom model initialization regression in v5, the other is inconsistent lm_head serialization by device; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Both are missing config fields, but they affect different model families and different attributes (`pad_token_id` vs `pad_token_idx`)." + "reason": "Chunked generation with compiled forward is unrelated to max_cache_length only applying to quantized cache." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Unrelated problems: MacOS bus error on a CLIP model vs Qwen2-VL multi-GPU training." + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "ImportError for a model class is not the same bug as a Float8 storage object lookup failure." + "reason": "Both are config-loading regressions after v5, but they affect different models and different missing fields; not the same underlying defect." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed conversion and the other is dev-version model loading/import breakage." + "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev; too different to merge." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Completely different code paths: legacy field during BEiT loading vs CPU offload device mismatch for bark-small." + "reason": "Missing Qwen2.5-VL import is unrelated to the Float8 storage lookup error." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import on Python 3.13 are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Related Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is incorrect `text_config` unwrapping in `from_config`." + "reason": "Legacy BEiT preset loading and a CPU offload device mismatch in Bark are different bugs." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenization/config issues: saved custom token IDs being lost vs MLukeTokenizer AttributeError on tasks." + "reason": "DiaConfig losing custom token IDs after save/load is unrelated to MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "One is a config compatibility regression; the other is an `init_empty_weights` argument mismatch." + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad_token_id on text config and the other is from_config failing to unwrap text_config; related area, not the same concrete bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Unrelated training/eval dtype drift vs checkpoint resume key mismatch." + "reason": "TrainerState token accounting and resume_from_checkpoint key mismatch are different training-state bugs." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both involve Gemma4, but one is CUDA OOM and the other is a device mismatch during forward." + "reason": "Gemma4 inference OOM and Gemma4 PLE device mismatch share a model family but not the same underlying issue." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Model TP OOM is unrelated to a PEFT minimum-version bump." + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version bump." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Different structural regressions: unexpected position-id key warnings vs CLIP text model class structure changes." + "reason": "Unexpected position-id keys and CLIP text model structure changes are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing StableLmConfig field after v5 is not the same as init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failed janus image-generation test is not the same issue as the PEFT version requirement regression." + "reason": "A Janus image-generation test failure is unrelated to the PEFT dependency version issue." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Different models and symptoms: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are different tokenizer/model-loading bugs." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device-related CI failures, but the affected models and failure modes are different." + "reason": "A real CPU-offload device mismatch in Bark is not the same as a stale GraniteSpeech CI test override." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is a different path from Whisper empty-transcription failure after token alignment." + "reason": "Compiled-forward chunked generation is unrelated to Whisper failing on empty transcription after special-token alignment." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Nonsensical SigLIP2 outputs are not the same bug as the position-id key regression." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not share a concrete code path." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is offload behavior and the other is save/load breakage for sinq-quantized models." + "reason": "Quantization offloading behavior and sinq save/load breakage are distinct quantization bugs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention sink handling and quantized save/load persistence are separate code-path failures." + "reason": "Flash attention crashing on sink-less models is unrelated to sinq serialization/load failure." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Same broad Sam3 area, but dummy Conv2d wiring and memory overflow are not the same concrete bug." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are `transformers serve` crashes, but they fail in different routes: multimodal continuous batching vs `/v1/responses` KV-cache continuation indexing." + "reason": "Serve continuous-batching crashing on multimodal inputs and /v1/responses KV-cache continuation indexing are different server bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLflow failure-reporting are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting after failed training jobs are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient inflation and Phi-4 multimodal loading are different issues." + "reason": "ZeRO-3 gradient explosion with HfDeepSpeedConfig is unrelated to Phi-4-multimodal load failure." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Local-path import warning and CUDA OOM on GPT-oss-20b are unrelated." - }, - { - "left": "issue:29159", - "right": "issue:32090", - "accept": false, - "reason": "Tokenizer consistency issues do not match a `_gpu_broadcast_one` NoneType TypeError in training." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4 processor missing `_tokenizer` and rope-validation list handling are distinct failures." + "reason": "Tokenizer spacing after added tokens has nothing to do with TrainerState token counters." } ] }, @@ -7824,27 +7756,27 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:15354", + "issue:29159", + "issue:32090", "issue:37428", "issue:38175", "issue:39692", "issue:42490", "issue:43232", "issue:43295", - "issue:43334", "issue:43450", "issue:43493", - "issue:43525", "issue:43540", "issue:43550", "issue:43572", - "issue:43575", "issue:43582", + "issue:43696", "issue:43701", "issue:43824", "issue:43844", @@ -7857,7 +7789,6 @@ "issue:44554", "issue:44610", "issue:44849", - "issue:44898", "issue:44977", "issue:44987", "issue:45072", @@ -7866,265 +7797,251 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45325", "issue:45356", "issue:45381", - "issue:45412", + "issue:45406", "issue:45446", "issue:45520", "issue:45823", + "issue:46121", "issue:46178", "issue:46192", "issue:46209", "issue:46285" ], "soft_pairs": [ + "issue:42490|issue:43696", + "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:44521|issue:45290", "issue:45200|issue:45823", - "issue:37428|issue:43957", "issue:43493|issue:43701", - "issue:44186|issue:46192", + "issue:44521|issue:45290", + "issue:37428|issue:43957", "issue:43232|issue:44849", + "issue:44186|issue:46192", "issue:45823|issue:46192", "issue:43295|issue:43450", - "issue:45381|issue:46209", "issue:43295|issue:44610", - "issue:43572|issue:44987", + "issue:45381|issue:46209", "issue:43295|issue:43873", - "issue:39692|issue:46192", "issue:44554|issue:45356", - "issue:43572|issue:43957", + "issue:39692|issue:46192", + "issue:43572|issue:44987", "issue:45520|issue:46178", - "issue:37428|issue:43824", + "issue:43572|issue:43957", "issue:43550|issue:43844", "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:43950|issue:46285", - "issue:45200|issue:45325", - "issue:43450|issue:43575", - "issue:43334|issue:43525", - "issue:42490|issue:43493" + "issue:37428|issue:43824", + "issue:43950|issue:46285" ], - "prepared_review_unit_hash": "c7c919a3b31142741a2e855d8c664ee04f974ad83b39dacd07049647db14a9a0", + "prepared_review_unit_hash": "03ccc337ef3ed00afc937cfa4efbf1673b47b0dad1544289a18de65eb8139921", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37287, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated regressions, import/config errors, or model-specific bugs across different subsystems. The soft links are mostly superficial matches on broad themes like \"tokenizer\", \"processor\", or \"loading\", so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span distinct models, APIs, and failure modes rather than one underlying bug.", + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated regressions in tokenizers, generation, multimodal processors, import paths, and training/runtime backends. None of the soft pairs looks like the same underlying bug/change, so there is no strong canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative here, because the cluster does not share one concrete code-path problem.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs CUDA OOM on GPT-oss-20b; unrelated failure modes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer _gpu_broadcast_one NoneType error; different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute error vs rope validation TypeError; unrelated bugs." + }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "TypeError about compiling non-template nodes is unrelated to the flash_attn import KeyError." + "reason": "Template node compilation error vs flash_attn import KeyError; no shared underlying issue." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check for flex_attention are different code paths." + "reason": "MPS attention correctness bug vs import version-check bug in flex_attention; too different." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to zero probabilities in SigLIP2." + "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities; unrelated model issues." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "AppleSilicon warmup TypeError and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "Apple Silicon caching allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is distinct from Gemma 4 mm_token_type_ids defaults." + "reason": "Video-processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids defaulting issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is missing mm_token_type_ids defaults and the other is a device_map forward mismatch." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but assistant mask handling and tool-call/content crashes are different failures." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "mm_token_type_ids defaulting and Gemma4 device_map device mismatch are separate issues." + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "flash_supports_window_size import error and meta-device loading regressions affect different symbols and paths." + "reason": "Missing flash support import vs meta-device loading regression; different subsystems and symptoms." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "Generation kwargs sync issue after sync_gpus vs Qwen3.5 hidden-states bug; unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash is not the same as return_tensors being ignored with text_kwargs." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and Qwen3.5 output_hidden_states behavior are unrelated." + "reason": "LayoutLMv2Tokenizer crash on NER/batching vs return_tensors being ignored with text_kwargs; different tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 auto device_map mismatch and return_tensors handling are different API problems." + "reason": "Gemma4 device mismatch vs return_tensors precedence bug; not the same underlying problem." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer/image regression and batched video shape bug are both processor-related but not the same code-path issue." - }, - { - "left": "issue:45381", - "right": "issue:46209", - "accept": false, - "reason": "Qwen2.5-VL video position_ids bug is unrelated to FP8 inference failing on B200." + "reason": "Processor.tokenizer regression vs video processor batch-shape bug; both processor-related but distinct." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "These are distinct processor regressions affecting different models and inputs." + "reason": "Processor/tokenizer regression vs OmDet-Turbo processor/model size mismatch; different concrete bugs." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to loading physical-intelligence/fast." + "reason": "Qwen2.5-VL video position ids bug vs FP8 inference failure on B200; unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression and quantization/offloading behavior are separate problems." + "reason": "Processor/tokenizer regression vs offloading/quantization behavior; no shared code-path." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Documentation example errors are not the same as return_tensors being ignored." + "reason": "MPS attention correctness issue vs Kimi tokenizer codec-handling regression; unrelated." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "SigLIP2 docs/example errors vs return_tensors silently ignored; different scope and fix." }, { "left": "issue:43572", - "right": "issue:43957", + "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx absence is unrelated to meta-device loading failures." + "reason": "StableLmConfig pad_token_idx regression vs model-loading failure for physical-intelligence/fast; unrelated." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Flash-attn import KeyError on Python 3.13 and tensorflow_text backend mapping errors are different import/backend issues." + "reason": "flash_attn import KeyError vs tensorflow_text backend mapping error; both import issues but not same bug." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Both are import errors, but they involve different missing names and different modules." + "reason": "Config pad_token_idx issue vs meta-device loading regression; different code paths." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and ZeRO-3 gradient growth are unrelated training/inference bugs." + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient inflation; unrelated training/runtime problems." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse with extended vocab." + "reason": "State dict serialization inconsistency vs LoRA merge collapse with extended vocab; different root causes." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "flash_support import error vs missing Qwen2_5_VLForConditionalGeneration export; unrelated import problems." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different loading/serialization issues." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "mm_token_type_ids defaults and Qwen2.5-VL rope index scaling are separate multimodal bugs." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Batched video processor shape errors are unrelated to tensor-parallel OOM on model load." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL and Llama4Config are similar symptoms but different model-specific config bugs." - }, - { - "left": "issue:42490", - "right": "issue:43493", - "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP model structure inconsistency; different regression classes." } ] }, @@ -8143,27 +8060,26 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28218", "issue:35141", - "issue:37428", "issue:38175", "issue:41720", + "issue:42490", "issue:42915", "issue:43262", "issue:43278", - "issue:43335", + "issue:43334", "issue:43388", - "issue:43425", "issue:43450", "issue:43493", + "issue:43525", "issue:43526", - "issue:43550", - "issue:43611", + "issue:43575", "issue:43653", "issue:43819", "issue:43824", @@ -8180,242 +8096,250 @@ "issue:44610", "issue:44792", "issue:44857", + "issue:44898", "issue:45083", "issue:45198", + "issue:45200", "issue:45290", + "issue:45325", "issue:45412", "issue:45520", "issue:45563", "issue:45584", - "issue:45593", "issue:45759", "issue:46170", "issue:46192", "issue:46209", "issue:46234", "issue:46285", - "issue:46326", - "issue:46402" + "issue:46326" ], "soft_pairs": [ - "issue:42915|issue:43824", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43334|issue:43525", + "issue:43388|issue:43526", "issue:44792|issue:45563", + "issue:42915|issue:43824", "issue:43824|issue:43975", - "issue:43388|issue:43526", "issue:38175|issue:43493", "issue:28218|issue:35141", "issue:41720|issue:46209", - "issue:43653|issue:44112", "issue:43278|issue:43856", + "issue:43653|issue:44112", "issue:43526|issue:46192", "issue:44442|issue:45198", - "issue:45290|issue:46326", "issue:43262|issue:43450", "issue:38175|issue:45412", "issue:45520|issue:46170", + "issue:45290|issue:46326", "issue:45759|issue:46285", "issue:44610|issue:44857", "issue:44561|issue:46234", - "issue:44514|issue:44521", - "issue:43827|issue:43901", "issue:43819|issue:44112", + "issue:44514|issue:44521", "issue:44206|issue:45584", - "issue:43819|issue:45083", - "issue:44857|issue:45593", - "issue:43335|issue:43550", - "issue:37428|issue:43425", - "issue:43611|issue:46402" + "issue:43827|issue:43901", + "issue:43819|issue:45083" ], - "prepared_review_unit_hash": "b4a8f9292d62e07acce8753cbdc66799b30d3a8db2ce91f365cfc223490c8022", + "prepared_review_unit_hash": "899264c323800d92c835b1cc583a3e20ba7761889572b6005d7d1c6e4272b91a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports across tokenization/chat templates, model loading, processors, and runtime compatibility. There is no strong single duplicate cluster; the closest grouping is around multimodal chat-template regressions, but the soft pairs still look like separate concrete failures. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44521 is the best single issue anchor because it is active, well-described, and sits in the most clearly recurring area here: multimodal `apply_chat_template` regressions. Even so, the overall set is too heterogeneous to treat as one duplicate issue.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the most suitable representative issue among the set: it is specific, current, and has multiple references, making it a better triage anchor than the more one-off loading/runtime reports.", - "best_pr_reason": null, + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across tokenization, chat templates, vision/audio processors, model config loading, memory, and CI/platform-specific failures.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits here; the items are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": "No pull requests were provided in the cluster.", + "best_issue_reason": "No global best issue: none of the issues is a representative superset of the others, and merging them would conflate unrelated bugs.", + "best_pr_reason": "No pull requests were provided in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config/runtime vs Qwen2.5-VL import error. Same broad ecosystem, not the same bug." + "reason": "Different bugs: Perceiver interpolation on non-default resolution vs RT-DETR model memory not releasing on deletion." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "A failed Janus image-generation test is unrelated to a stale paged-generate warning about `num_return_sequences`." + "reason": "Different code paths: Gemma 4 multimodal token IDs defaulting vs Qwen2.5-VL RoPE scaling of still-image positions." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor output-shape bug is unrelated to tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Import error for a missing class and a detokenization regression are separate code paths and symptoms." + "reason": "Both mention missing pad_token_id, but they affect different model configs and loading paths (Qwen3-VL vs Llama4)." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both affect label handling, but one is `gather_for_metrics` batching and the other is `BeitImageProcessorFast.reduce_labels`; not the same underlying defect." + "reason": "Different utilities: gather_for_metrics tuple handling vs BeitImageProcessorFast reduce_labels truncation." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and Qwen2.5-VL import error are separate model/setup problems." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class is unrelated to a detokenization regression in DeepSeek coder." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one reports zero probabilities while the other is a broader HF-vs-JAX implementation discrepancy. Too broad to merge." + "reason": "Both involve SigLIP2, but one is zero probabilities on a checkpoint and the other is an HF-vs-JAX implementation mismatch; not clearly the same bug." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `post_init`." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during post_init." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Both are GPU/runtime issues, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200. Different hardware paths and failure modes." + "reason": "Different failures: auto device mapping CUDA assert on A800 vs FP8 inference incompatibility on B200." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "A tokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE training memory inefficiency." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype drift in evaluate and memory inefficiency during Qwen3 MoE training are different problems." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI test stale device override." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "`reduce_labels` returning one label and `return_tensors` being ignored are separate input-processing bugs." + "reason": "reduce_labels truncating label arrays is unrelated to return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific issues." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Both involve chat templating, but one crashes on assistant tool-call messages with no content while the other is about `continue_final_message` for mistral_common tokenizers." + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different tokenizer bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and batched video processor output shape are unrelated processor bugs." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shape handling." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated model issues." + "reason": "SigLIP2 zero-probabilities behavior and RT-DETR GC memory retention are unrelated." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Python 3.13 flash-attn import handling is unrelated to Windows ROCm torch.distributed import/type errors." + "reason": "Python 3.13 flash_attn import key error is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templates, but the failure modes differ: tool-call messages with no content vs mistral_common continue_final_message behavior." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Composite Qwen config unwrapping and CLIP text model structural changes are different architecture/loading regressions." + "reason": "Composite Qwen multimodal config unwrapping and CLIPTextModel structure inconsistency are different model-family issues." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and LwDetrImageLoss AMP crash are separate vision bugs." + "reason": "OmDet-Turbo processor output size mismatch is unrelated to LwDetrImageLoss crashing under float16 AMP." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both are missing helper symbols after import-utils changes, but they concern different APIs and breakages; not the same concrete change." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both are chat-template regressions, but one is batching/padding crash and the other is all-zero assistant masks for multimodal inputs. Close, but not the same bug." - }, - { - "left": "issue:43827", - "right": "issue:43901", - "accept": false, - "reason": "Both are docs-related pipeline removals, but they target different documentation surfaces and different deprecated APIs." + "reason": "Missing is_torch_fx_available after v5 removal and missing is_falcon_mamba_ssm_available are separate import-utils symbols." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "A DAC forward/latent mismatch and a GraniteSpeech stale test are unrelated." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported `center` argument in an audio feature extractor and empty-transcription Whisper generation are different failures." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC latent consistency and qwen3_omni_moe feature-length helper behavior are unrelated internal bugs." + "reason": "DAC.from_latents vs forward mismatch has no relation to a GraniteSpeech stale CI test." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "AMP crash in LwDetrImageLoss and missing auxiliary losses in D-FINE do not share the same root cause." + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks for multimodal inputs." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile/SDPA failure are distinct model/runtime issues." + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Whisper empty transcription after align_special_tokens." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Missing flash-attention helper import and general Torch 2.10 incompatibility are not the same bug." + "reason": "These are separate documentation regressions for different pipelines and deprecated arguments, not one underlying issue." }, { - "left": "issue:43611", - "right": "issue:46402", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "`base_model_prefix` loading regression and Sam3 text encoder weights not loading are separate model-loading problems." + "reason": "DAC latent decoding mismatch is unrelated to qwen3_omni_moe helper length behavior." } ] }, @@ -8434,10 +8358,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:29127", "issue:29942", @@ -8445,15 +8369,16 @@ "issue:34689", "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43611", "issue:43653", "issue:43720", "issue:43819", @@ -8470,7 +8395,6 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:45072", "issue:45083", "issue:45127", "issue:45200", @@ -8484,255 +8408,255 @@ "issue:45593", "issue:45823", "issue:45859", - "issue:45920", - "issue:46192", - "issue:46234" + "issue:46234", + "issue:46402" ], "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", "issue:43606|issue:45083", + "issue:37428|issue:43425", "issue:29942|issue:32090", "issue:44448|issue:44743", "issue:43335|issue:43653", "issue:45200|issue:45588", "issue:45127|issue:45245", - "issue:37428|issue:44351", - "issue:44855|issue:45083", "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", "issue:43819|issue:44493", "issue:43335|issue:43504", - "issue:44206|issue:45823", "issue:43278|issue:43825", - "issue:39692|issue:43526", - "issue:45290|issue:45381", + "issue:44206|issue:45823", "issue:29127|issue:32090", + "issue:39692|issue:43526", "issue:45588|issue:45859", + "issue:45290|issue:45381", "issue:43335|issue:45083", "issue:43720|issue:44112", - "issue:45310|issue:45478", - "issue:44448|issue:44779", "issue:45459|issue:46234", - "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:45310|issue:45478", "issue:43335|issue:44112", + "issue:39692|issue:44493", "issue:43335|issue:45593", "issue:34689|issue:35141", - "issue:43606|issue:44857", "issue:44360|issue:44561", "issue:42490|issue:43854", - "issue:38175|issue:44493", - "issue:44857|issue:45072", - "issue:45920|issue:46192" + "issue:43606|issue:44857" ], - "prepared_review_unit_hash": "275060c55cb86408c137a71e67b54c8b434a8efdf658f601210244f14440dbf9", + "prepared_review_unit_hash": "86a90dcfdfde90959904399155e60b3da0a6980053afb2c1a1fad4c1d0e312bc", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37584, - "estimated_input_tokens": 9396, - "estimated_eval_tokens": 19048 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: nearly all soft pairs are unrelated issues that only overlap at a broad subsystem level. One clear duplicate pair stands out: issue:45310 and issue:45478 have matching titles and describe the same Qwen3.5 MoE from_pretrained regression. I\u2019m keeping the rationale grounded in the visible metadata only, without claiming unseen repro details.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier report and has an exact title match with issue:45478, indicating the same `transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` regression.", + "summary": "The set is mostly unrelated issue-to-issue similarity candidates. Only one pair is a clear duplicate: the repeated Qwen3.5 MoE `from_pretrained` regression report. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier, more complete report of the Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later duplicate with the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it is the only confirmed duplicate pair and the earlier of the two matching reports.", + "best_issue_reason": "issue:45310 is the strongest canonical issue because it precisely captures the concrete regression, is earlier, and subsumes the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated symptoms: sparse-layer config bug vs torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both involve loading, but the concrete breakages differ: `base_model_prefix` loading vs Sam3Model text encoder weights not loaded." + }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch is a different bug from `_get_feat_extract_output_lengths` behavior in qwen3_omni_moe." + "reason": "Different subsystems and bugs: CPU offload device mismatch vs feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing internal import is not the same as general Torch 2.10 incompatibility." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention test failures are unrelated to `_gpu_broadcast_one` rejecting `NoneType` in Trainer." + "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus output drift and Qwen3 recurrent-state reset are different model regressions." + "reason": "Different code paths: Pegasus output changes vs Qwen3 modular recurrent state reset." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Config/sparse-layer bug is unrelated to tokenizer special-token registration." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." + "reason": "Different models and mechanics: Gemma4 text-only `mm_token_type_ids` defaulting vs flash-attention `s_aux=None` crash." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocab collapse is unrelated to the category-cardinality runtime limit." + "reason": "LoRA/tied-embedding collapse is unrelated to the category-cardinality limit." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different modules." + "reason": "Different failures: SDPA/torch.compile model issue vs stale CI device override test." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 import parsing failure is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Python 3.13 import/`torch.jit.script` parsing error is unrelated to the qwen3_omni_moe feature-length helper." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "torch.compile SDPA failure is a different issue than the GraniteSpeech CI device override test." + "reason": "Both are import errors, but they concern different missing symbols and different regressions." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC forward/from_latents mismatch is unrelated to unexpected position-id keys." + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys during loading." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT pretrained preset loading are different problems." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Unsupported `center` argument in LasrFeatureExtractor is unrelated to Gemma4 PLE device mismatch." + "reason": "Different models and bugs: SwitchTransformers sparse-layer creation vs Beit legacy-field loading." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift is not the same as the pipeline error-message wording issue." + "reason": "Training/evaluate dtype drift is unrelated to the pipeline translation-task error message." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and `reduce_labels` returning one label are unrelated." + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Chat template tool-call crashes and Qwen2.5-VL video position-id bugs involve different paths." + "reason": "LayoutLMv3 error messaging and Trainer broadcast TypeError are different bugs." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to the Trainer `NoneType` broadcast error." + "reason": "Doc example issues are unrelated to BeitImageProcessorFast label reduction behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Flash-attention auxiliary-state crash is different from Qwen3_5Moe rotary embedding CPU-offload incompatibility." + "reason": "Flash-attention sink handling and Qwen3_5Moe rotary CPU-offload compatibility are distinct problems." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "SwitchTransformers config bug is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight loading and GraniteSpeech device override are different failures." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact title match and same reported `transformers>=5.4.0` Qwen3.5 MoE from_pretrained failure indicate the same underlying issue." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus output drift and DeepSeek tokenizer regression are different model behaviors." + "reason": "BitNet packed-weight loading bug is unrelated to a stale CI device override test." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking is unrelated to the missing import_utils symbol." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Llama 3.2 Vision model loading break and post_init embedding reinitialization are different bugs." + "reason": "Tokenizer protobuf error handling and missing import-utils symbol are not the same regression." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "CPU offload device mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." + "reason": "Pegasus v4/v5 output differences are unrelated to DeepSeek tokenizer regression." }, { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "A DSA discussion about a missing ReLU is unrelated to the `is_torch_fx_available` removal regression." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0; the later issue repeats the same bug report." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Trailing-slash local-path import warning and GLM-4.7-Flash loading failure are different issues." + "reason": "Sparse-layer configuration and GraniteSpeech CI device override are unrelated." }, { - "left": "issue:38175", + "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different symptoms." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "These both mention dtype, but they concern different models and different failure modes." + "reason": "SigLIP2 doc example errors are unrelated to unexpected position-id keys." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Broad tokenizer-ID regression across models is not the same as `return_tensors` being ignored with explicit `text_kwargs`." + "reason": "Device mismatch during CPU offload is unrelated to LwDetrImageLoss AMP crash." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The deduplication judgment is mostly conservative, but the rationale overstates evidence in at least one place: \"clear repro\" is not supported by the packet, since we only see titles/body lengths and soft-similarity metadata, not the underlying repro text. The exact-title duplicate between issue:45310 and issue:45478 is well grounded, but the summary should avoid claims about repro clarity or other unobserved details." + "accept": true, + "feedback": "The assessment is grounded in the packet: 45310 and 45478 have the same title and are a plausible duplicate pair, with 45310 earlier. The rest of the soft-edge rejections are conservative and stay within the evidence available from titles/metadata. No PR-pair mergeability issue applies because the packet contains issues only." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8745,10 +8669,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:10000", "issue:15354", @@ -8760,13 +8684,13 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:40444", "issue:41720", "issue:42490", "issue:43278", "issue:43329", "issue:43381", - "issue:43412", "issue:43526", "issue:43550", "issue:43575", @@ -8776,7 +8700,7 @@ "issue:43927", "issue:43976", "issue:44448", - "issue:44466", + "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -8784,25 +8708,28 @@ "issue:44857", "issue:44977", "issue:44987", + "issue:45072", "issue:45083", - "issue:45198", "issue:45229", "issue:45372", - "issue:45406", "issue:45440", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45803", "issue:45823", + "issue:45920", + "issue:46192", "issue:46209", "issue:46399" ], "soft_pairs": [ + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:40444|issue:43526", "issue:28218|issue:32090", "issue:44448|issue:44977", - "issue:40444|issue:43526", "issue:43701|issue:45083", "issue:44977|issue:45229", "issue:43746|issue:46209", @@ -8813,8 +8740,8 @@ "issue:42490|issue:43575", "issue:43927|issue:45698", "issue:44561|issue:44779", - "issue:37428|issue:44987", "issue:10000|issue:15354", + "issue:37428|issue:44987", "issue:43278|issue:43329", "issue:27957|issue:34689", "issue:43873|issue:45229", @@ -8825,220 +8752,210 @@ "issue:43278|issue:43381", "issue:45372|issue:45588", "issue:45588|issue:45823", - "issue:43412|issue:45588", - "issue:43976|issue:45440", - "issue:44448|issue:44466", - "issue:45372|issue:45406", - "issue:45198|issue:45803" + "issue:43976|issue:45440" ], - "prepared_review_unit_hash": "33b4d62dbd4fb32ffe2e5e588f69dd568f0a876bdccc38c24f011e5c25b73aa6", + "prepared_review_unit_hash": "89cbee519de7c51b551509db93d5316b3d58f01c3622deef09ff3fa97103355a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36933, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 29, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft edges are mostly superficial matches by subsystem or version. I did not find any pair that clearly describes the same underlying bug/change, so no duplicate merges are warranted.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: tokenizer regressions, flash-attention issues, loading/import failures, dtype/device-mapping bugs, and unrelated training/runtime errors. There is no shared underlying bug or code path, so none of the soft pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes across different models, versions, and workflows.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for this cluster; the closest thing to a hub is 45920, but it only covers one tokenizer-regression slice of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Different symptoms and code paths: tokenizer spacing vs Trainer GPU broadcast type error." + "reason": "Tokenizer regression vs. a separate `return_tensors`/`text_kwargs` handling bug; different API surfaces and failure modes." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the position-id key mismatch reported here." + }, + { + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Both mention generation regressions, but one is Pegasus v4/v5 output drift and the other is a Qwen3.5 flash-attention crash." + "reason": "Both involve precision, but one is a CUDA AMP crash in LwDetrImageLoss and the other is a bfloat16 inference dtype mismatch in different models." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Unrelated functionality: multimodal iterable training vs BEiT fast image processor label reduction." + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast label reduction are unrelated bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType error are completely different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same issue as Qwen3.5 flash-attention generation failure." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch during resume is unrelated to the qwen3_omni_moe helper-function bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different failure modes and fixes." + "reason": "Flash-attention generation bug vs. Gemma4 multi-GPU OOM; different subsystems and symptoms." }, { "left": "issue:43746", "right": "issue:46209", "accept": false, - "reason": "Local PEFT checkpoint loading issue is unrelated to FP8 inference on B200." + "reason": "PEFT local-checkpoint loading in GraniteSpeech is unrelated to FP8 inference failing on B200." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS CLIP bus error are different runtime failures." + "reason": "NoneType GPU broadcast error and MacOS bus error on community CLIP are different runtime issues." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as post_init reinitializing untied output embeddings." + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in `post_init`." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a qwen3_omni_moe helper returning unexpected lengths." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to the qwen3_omni_moe helper-function problem." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both involve decorator/script-related errors, but they affect different models and concrete parsing/registration paths." + "reason": "Python 3.13 import parsing failure in DebertaV2 is a different code path from Qwen3.5 rotary registration missing a decorator." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Import warning for trailing slash paths is unrelated to tensor-parallel OOM while loading Qwen2-57B-A14B-Instruct." + "reason": "Trailing-slash import warning and Qwen2-57B tp OOM are unrelated loading behaviors." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both concern save/load, but one loses custom token IDs in config while the other loads the wrong custom module." + "reason": "Both concern save/load, but one loses custom token IDs in config and the other loads the wrong custom module after save_pretrained." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to DeepSeek tokenizer behavior changes." + "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Missing internal flash-attention import and a failure loading physical-intelligence/fast are not clearly the same bug." + "reason": "German DistilBertModel issue and ViT GeneratorExp torch.jit.script export failure are unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "Missing `_flash_supports_window_size` import and a model-load failure for `physical-intelligence/fast` are not the same bug." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and undefined multimodal token helper variables are separate bugs." + "reason": "BF16-to-FP32 embedding dtype drift is unrelated to the undefined video-branch variables in `_get_num_multimodal_tokens`." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Both mention model loading, but XLMRoberta flash-attention support and Llama 3.2 vision loading are distinct problems." + "reason": "XLMRoberta Flash Attention 2 compatibility and Llama 3.2 vision model loading are different model-specific failures." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantized offloading behavior is not the same as Gemma4 multi-GPU OOM." + "reason": "Quantization offloading not working and Gemma4 multi-GPU OOM both involve memory, but they are distinct problems and code paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to flash_attention integration crashing on s_aux=None." + "reason": "A float16 AMP crash in LwDetrImageLoss is unrelated to an `s_aux=None` crash in flash_attention integration." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert and Gemma4 multi-GPU OOM are different device/memory failures." + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are separate device/memory bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are different issues." + "reason": "Tokenizer special-token handling bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure does not match a stale warning in paged generate()." + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same issue." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode gradient checkpointing error is unrelated to embedding dtype changes." + "reason": "Embedding dtype change during evaluate is unrelated to gradient checkpointing being disallowed in eval mode." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading import error differs from flash_attention integration crash on sink-less models." + "reason": "Gemma 4 processor loading ImportError from `mistral_common` is unrelated to the flash_attention `s_aux=None` crash." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4-related, but one is a flash_attention None-handling crash and the other is a device mismatch during forward." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export failure and flash_attention integration crash are separate code paths." + "reason": "Flash-attention crash and Gemma4 PLE device mismatch are different failure modes in different layers." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE divergence from remote implementation." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Both are v5 regressions, but one changes model outputs and the other changes lm_head serialization behavior." - }, - { - "left": "issue:45372", - "right": "issue:45406", - "accept": false, - "reason": "Gemma 4 processor import failure and transformers serve missing _tokenizer attribute are different bugs." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except exception handling are unrelated." + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to DeepseekV3MoE behavioral divergence." } ] }, @@ -9057,13 +8974,12 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:25251", - "issue:27957", "issue:29127", "issue:29942", "issue:30064", @@ -9079,7 +8995,7 @@ "issue:43066", "issue:43278", "issue:43381", - "issue:43421", + "issue:43412", "issue:43575", "issue:43611", "issue:43653", @@ -9091,8 +9007,9 @@ "issue:44206", "issue:44265", "issue:44361", - "issue:44442", + "issue:44448", "issue:44462", + "issue:44466", "issue:44479", "issue:44743", "issue:44871", @@ -9100,27 +9017,32 @@ "issue:45198", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", - "issue:45491", "issue:45563", - "issue:45593", + "issue:45588", "issue:45712", + "issue:45803", "issue:46121", "issue:46369" ], "soft_pairs": [ + "issue:44448|issue:44466", + "issue:43412|issue:45588", + "issue:45372|issue:45406", "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:44361|issue:45198", "issue:44186|issue:45198", - "issue:44206|issue:44479", - "issue:42490|issue:43873", - "issue:43065|issue:45412", "issue:33357|issue:39692", + "issue:43065|issue:45412", + "issue:44206|issue:44479", "issue:29127|issue:34567", "issue:43065|issue:43994", "issue:43611|issue:46121", @@ -9131,225 +9053,214 @@ "issue:43278|issue:43575", "issue:29942|issue:30064", "issue:45412|issue:46369", - "issue:43994|issue:45412", "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:43421|issue:45491", - "issue:27957|issue:29942", - "issue:29127|issue:33357", - "issue:45440|issue:45593" + "issue:43756|issue:45440" ], - "prepared_review_unit_hash": "bfaff58213068114c168c42a6793a3c9ad5bd91ced3af03fed4aea4e767bb4ac", + "prepared_review_unit_hash": "6dc869823af1d8b26d6c8c237db65ebadabf70553b4b20f0d1a4b3421d0c97f9", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36002, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36429, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the issues span many unrelated subsystems (tokenizers, vision models, training, quantization, export, memory, docs). The soft-similarity pairs mostly share generic words like \u201cerror,\u201d \u201ctokenizer,\u201d or \u201cmemory,\u201d but do not describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out, because the items are heterogeneous and do not form one coherent duplicate family.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad themes (tokenizers, quantization, memory, vision models) but not the same underlying bug or fix path. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45412 is the strongest standalone triage candidate: it has a concrete memory-leak symptom, user impact, and multiple references. That said, the set is not a true duplicate cluster, so this is only a practical anchor, not a duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative target here; the collection is too diverse for a meaningful duplicate canonical.", + "best_issue_reason": "Issue 45412 is the best representative issue because it is well-scoped, actionable, and high-impact compared with the others. It is the clearest single bug report, even though it is not actually duplicated by the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related regressions, but one is generation output drift and the other is serialization of tied weights; different code paths and fixes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different models and failure sites: Gemma3n export vs flash-attention runtime AttributeError. Not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/dependency failure and the other is a processor init attribute error. Distinct issues." + }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Different bugs: pipeline output nesting vs Trainer GPU broadcast with NoneType." + "reason": "Completely unrelated: pipeline top_k shape change versus Trainer GPU broadcast TypeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components and root causes: Wav2Vec2 save/tokenization failure vs a bare-except in Fuyu tensor conversion." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer mask-token decode bug vs Qwen recurrent-state reset behavior; unrelated code paths." + "reason": "Both are tokenizer/model bugs, but the first is special-token registration and the second is recurrent-state cache handling. Not mergeable into one fix." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Segmentation category-limit runtime error vs stale generate warning; different features and failure modes." + "reason": "Unrelated behaviors: category-count runtime error versus a stale generate warning." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to deepspeed Adafactor OOM." + "reason": "Different training stack problems: NoneType broadcast in Trainer vs DeepSpeed/Adafactor OOM." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "MLukeTokenizer attribute crash vs Wav2Vec2 save/tokenization failure; different tokenizer/model families." + "reason": "One is a local-path import warning; the other is quantization/offloading behavior. Same broad area, different bug." }, { - "left": "issue:44186", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is not the same as Wav2Vec2 save/tokenization failure." + "reason": "Different tokenizers/models and different failure modes. No shared underlying bug." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Feature extractor center-arg crash vs video-input regression in Qwen VL models." + "reason": "LayoutLMv2 tokenizer task/padding crash is unrelated to the Wav2Vec2 save/tokenization issue." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Local-path slash import warning and quantization offloading behavior are separate issues." + "reason": "Both are vision-model problems, but one is a MacOS bus error and the other is a documentation/example mismatch plus quantization failure." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak after deletion are unrelated." + "reason": "Different models and symptoms: dummy Conv2d placeholder vs memory not being released on delete." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "MacOS CLIP bus error is unrelated to SigLIP2 documentation example errors." + "reason": "Unsupported feature-arg crash in a feature extractor versus a video-input regression in Qwen VL models. Different fixes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs TrainerState token counter not updating." + "reason": "Unrelated: LayoutLMv3 error-message clarity versus TrainerState token counter not updating." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to SigLIP2 nonsensical outputs." + "reason": "Sam3 pixel-decoder placeholder layer and SigLIP2 inference nonsense are unrelated issues." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading break and rope-validation TypeError are different mechanisms." + "reason": "Base-model-prefix loading regression and rope-validation TypeError are different model-loading/config bugs." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Both are Gemma/Qwen inference bugs, but they affect different configs and code paths." + "reason": "Different models and symptoms: eos_token_id config mismatch versus flash-attention generation regression." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder-type mismatch in v5 is not the same as ignoring repository tokenizer.json." + "reason": "Tokenizer decoder-type regression and AutoTokenizer ignoring tokenizer.json are separate loading/serialization issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes are unrelated maintenance issues." + "reason": "Both concern fallback/error handling, but one is tokenizer decode exception masking and the other is leftover dummy PT classes. Not the same bug." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are different quantization problems." + "reason": "Quantization-related, but one is FP8 config failure on model load and the other is quantized model saving failure. Different code paths." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM while loading Qwen2-57B." + "reason": "Embedding dtype drift in eval and tensor-parallel OOM are unrelated." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems with no shared root cause." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC memory leak and Sam3-litetext memory overflow are not the same bug." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory leak are unrelated issues." + "reason": "Both mention memory, but one is a GC leak in RT-DETR and the other is an overflow in sam3-litetext. Different bugs." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import error and tokenizer protobuf error masking are different failures." - }, - { - "left": "issue:44265", - "right": "issue:45198", - "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." - }, - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to checkpoint key mismatch." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer divergence and DeepseekV3MoE divergence are model-specific implementation issues, not one bug." + "reason": "Gemma 4 loading import error and protobuf-related tokenizer error masking are separate issues." }, { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer bugs." - }, - { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Runtime special-token post-processor update is unrelated to Gemma3 NaN embeddings with mixed-length batching." + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "One is model support for Flash Attention 2; the other is failing FA2 tests, not the same concrete bug." + "reason": "torch.export failure on torch_compilable_check is a model-export issue, not the same as Wav2Vec2 save/tokenization failure." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 error-message issue and CLIP MacOS bus error are unrelated." + "reason": "Gradient checkpointing eval-mode restriction and resume-from-checkpoint key mismatch are distinct training-state bugs." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both are model-implementation mismatches, but for different architectures and different concrete defects; not one fix." } ] }, @@ -9368,15 +9279,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:27957", "issue:29127", + "issue:29942", "issue:33290", - "issue:34567", + "issue:33357", "issue:34689", "issue:35141", "issue:42490", @@ -9384,19 +9296,18 @@ "issue:43262", "issue:43334", "issue:43381", + "issue:43421", "issue:43452", "issue:43526", "issue:43531", "issue:43575", - "issue:43646", + "issue:43653", "issue:43701", "issue:43761", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", "issue:44062", - "issue:44077", "issue:44186", "issue:44206", "issue:44279", @@ -9407,13 +9318,14 @@ "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44977", "issue:45072", "issue:45245", + "issue:45440", "issue:45491", "issue:45584", "issue:45588", + "issue:45593", "issue:45834", "issue:45859", "issue:45907", @@ -9422,21 +9334,26 @@ "issue:46399" ], "soft_pairs": [ - "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", "issue:43994|issue:46369", "issue:43526|issue:45834", + "issue:43824|issue:44279", "issue:43526|issue:44186", "issue:29127|issue:35141", "issue:44625|issue:45584", - "issue:44442|issue:45072", "issue:43575|issue:43701", + "issue:44442|issue:45072", "issue:42490|issue:43381", - "issue:42915|issue:43931", "issue:43575|issue:44387", + "issue:42915|issue:43931", "issue:43761|issue:45859", "issue:43526|issue:44857", - "issue:43334|issue:43531", "issue:46121|issue:46399", + "issue:43334|issue:43531", "issue:44977|issue:45245", "issue:44464|issue:45491", "issue:43262|issue:44206", @@ -9445,215 +9362,210 @@ "issue:27957|issue:33290", "issue:43452|issue:45588", "issue:44062|issue:45907", - "issue:33290|issue:34689", - "issue:43646|issue:44077", - "issue:33290|issue:35141", - "issue:33290|issue:34567", - "issue:43381|issue:43873", - "issue:44442|issue:44898" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "6d5cd8a629cfc619feb95e71baf79b46d66985f833b6a60af13fc22b411d3e44", + "prepared_review_unit_hash": "4a8debc529e5f4460d701457db861bdc4083523425fcffd661e546b3bf9646c7", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35722, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs share only broad Transformer themes or model-family names, not the same concrete bug/change. I reject all soft edges and do not see a clear canonical duplicate target here.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This is a noisy, heterogeneous issue cluster with no clear duplicate group. The closest umbrella report is the generic Flash Attention 2 regression, but most other items are unrelated model, tokenizer, audio, or loading bugs.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 29942 is the broadest and most generic report here (\u201cFailing Flash Attention 2 tests\u201d), so it is the closest fit as a representative issue, even though the cluster overall is not a strong duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "29942 is the best single issue to stand in for the cluster because it has the widest scope among the mostly unrelated reports. It is not a true cluster center, just the least-specific representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token decode bug and the other is an AutoTokenizer loading failure for a different tokenizer; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different code paths: runtime special-token/post-processor updates vs Gemma3 sliding-window NaN embeddings on GPU." + }, + { + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Different problems: Qwen2.5-VL import/export symbol error vs a generic dependency issue." + "reason": "Both mention Flash Attention 2, but one is XLM-RoBERTa model support and the other is failing tests; the symptoms and likely fixes are different." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different models and different bugs." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Unrelated symptoms and code paths: SigLIP2 bad outputs vs SAM3 LiteText memory overflow." + "reason": "SigLIP2 nonsensical outputs and SAM3 LiteText memory overflow are unrelated inference issues." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Beit image label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + "reason": "BEiT image label reduction and Kosmos2.5 long-OCR indexing are different preprocessing/model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure and a generic dependency issue are not the same concrete problem." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different components and failure modes: BeitImageProcessorFast labels vs LayoutLMv2 tokenizer crash." + "reason": "Both are tokenizer/image-processing related, but one is a BEiT fast image processor label bug and the other is a LayoutLMv2 tokenizer crash; different failure modes and fixes." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinit after resize are different bugs." + "reason": "Error-message clarity in LayoutLMv3 and embedding reinitialization after resizing are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation has no overlap with Whisper empty-transcription generation failure." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are different subsystems." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Different model loading/tokenizer bug vs dtype mismatch in inference." + "reason": "Qwen2-57B tensor-parallel OOM and checkpoint key mismatch are different bugs." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and checkpoint resume key mismatch are unrelated." + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local path import warning is unrelated to gradient checkpointing in eval mode." + "reason": "Local-path slash import warning and gradient-checkpointing eval-mode restriction are not the same issue." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different Qwen variants and failures: FineGrainedFP8Config vs weight-shape mismatch." + "reason": "Both involve OOM, but one is a specific model load with tensor parallelism and the other is a broader int4 quantization memory regression." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both mention OOM, but one is TP loading and the other is int4 quantization memory growth." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading bugs." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen rotary/offload incompatibility are different code paths." + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are unrelated." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Beit label handling and LwDETR AMP crash are unrelated." + "reason": "BEiT label reduction and LwDETR AMP/CUDA crash are unrelated image-model bugs." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Qwen3-VL pad_token_id load error is unrelated to Qwen3-MoE sliding-window behavior." + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration/decorator failure are different concrete code-path problems." }, { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Rope-validation list handling and missing decorator on kernel registration are different bugs." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different model/config issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the 2^24 category limit error." + "reason": "Qwen3.5 flash-attention generation failure and the 2^24 category limit error are unrelated." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled chunked generation inconsistency and Gemma3 sliding-window NaNs are distinct issues." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different generation bugs." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and LASR feature extractor center-arg crash are unrelated." + "reason": "Audio chat-template sample-rate defaulting and a LASR feature extractor argument crash are unrelated audio-processing issues." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "XLM-R flash-attention support and LayoutLMv3 error clarity are not the same bug." + "reason": "Flash Attention 2 support for XLM-RoBERTa and a LayoutLMv3 error-message problem do not share the same underlying bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping affect different subsystems." + "reason": "Qwen3.5 recurrent state reset and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support issue and Adafactor/deepspeed OOM are unrelated." + "reason": "Flash Attention 2 model support and Adafactor/deepspeed OOM are unrelated." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to flash_attention crash on s_aux=None." + "reason": "gguf_file loading breakage and a flash_attention.py None-handling crash are different code paths." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken duplicate keyword error and list_repo_files revision forwarding are unrelated." + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Deepspeed Adafactor OOM and Llama 3.2 Vision loading regression are different failures." - }, - { - "left": "issue:43646", - "right": "issue:44077", - "accept": false, - "reason": "Both touch initialization, but 43646 is a broad v5 custom-init regression while 44077 is a specific model post_init policy issue." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34567", - "accept": false, - "reason": "Memory OOM and TrainerState token counter not updating are different issues." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing eval-mode restriction does not match quantization offloading behavior." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "FastSpeech2Conformer tokenizer loading and Perceiver non-default resolution failure are unrelated." + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are not the same issue." } ] }, @@ -9672,29 +9584,30 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ + "issue:33290", + "issue:34567", "issue:34689", + "issue:35141", "issue:42175", "issue:42490", "issue:42907", "issue:43232", - "issue:43295", "issue:43316", + "issue:43381", "issue:43388", "issue:43493", "issue:43525", "issue:43611", - "issue:43643", - "issue:43650", + "issue:43646", "issue:43720", "issue:43723", "issue:43749", "issue:43761", - "issue:43825", "issue:43827", "issue:43873", "issue:43931", @@ -9709,7 +9622,7 @@ "issue:44743", "issue:44855", "issue:44871", - "issue:44913", + "issue:44898", "issue:44987", "issue:45003", "issue:45137", @@ -9721,222 +9634,235 @@ "issue:45759", "issue:45803", "issue:46178", - "issue:46202", "issue:46234", "issue:46421" ], "soft_pairs": [ + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "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:43761|issue:44079", "issue:43316|issue:43525", "issue:42175|issue:46234", - "issue:43761|issue:44079", "issue:34689|issue:43611", "issue:43720|issue:44442", "issue:43232|issue:43388", "issue:43931|issue:45216", "issue:43761|issue:44188", - "issue:43493|issue:43827", "issue:44077|issue:44479", + "issue:43493|issue:43827", "issue:44987|issue:46178", - "issue:44442|issue:45803", "issue:43873|issue:44871", "issue:42907|issue:45698", + "issue:44442|issue:45803", "issue:44464|issue:46421", "issue:43749|issue:43931", "issue:43316|issue:45759", "issue:44479|issue:45290", "issue:44855|issue:45137", - "issue:44190|issue:44496", - "issue:43643|issue:44913", - "issue:43650|issue:46202", - "issue:43295|issue:43825" + "issue:44190|issue:44496" ], - "prepared_review_unit_hash": "63f5ccf22014b3df8c3d074a87bec9df66ecd983d1bf3526d4e7e76ebbd7fd78", + "prepared_review_unit_hash": "f39f07340dd07e2311ca468cf846f59c5882df6599b786fdc395dc09bd48f4f7", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35170, - "estimated_input_tokens": 8793, - "estimated_eval_tokens": 17842 + "soft_pair_count": 28, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a set of mostly unrelated transformer issues with only superficial overlap around loading, configs, generation, or serialization. None of the proposed soft edges look like the same underlying bug/change, so all are rejected.", - "confidence": 0.84, - "canonical_issue_reason": "If a single issue must represent the cluster, issue #45698 is the best fit because it is the most broadly discussed/open item with inbound references, but it is not actually a duplicate of the others.", + "summary": "This set is a loose collection of unrelated Transformers issues; the soft pairs mostly share broad subsystem vocabulary but not the same underlying bug or fix. I rejected all soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out because the issues span unrelated regressions, model-loading failures, config mismatches, generation bugs, and docs-only problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45698 is the strongest representative by activity and breadth (from_pretrained/save_pretrained custom-module loading), though the cluster itself is not a true duplicate set.", + "best_issue_reason": "Issue 45698 is the broadest and most currently active loading/saving bug in the set, with multiple inbound references and substantial discussion, so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention custom model init/post_init behavior, but 44077 is a model-specific policy issue while 43646 is a broader v5 initialization regression; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training and a stale TrainerState token counter are different code paths and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate runtime behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image interpolation failure are unrelated." + }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Different bugs: unsafe sys.modules access in modeling_utils vs a DeepSeekV3MoE implementation divergence." + "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": "One is tokenizer loading in v5; the other is a sequence-classification loss bug with num_labels=1." + "reason": "AutoTokenizer loading in v5 and degenerate single-label loss are unrelated bugs." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Import warning for local paths ending in slash is unrelated to Qwen3.5 recurrent-state reset in cached generation." + "reason": "Local-path slash import warning is unrelated to recurrent state reset during cached generation." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are related only at a very high level; the specific failure modes and likely fixes differ." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both mention config APIs, but they are different missing-field problems on different models and code paths." + "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are different config regressions." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Packaging/backend installation issue vs a missing import_utils helper symbol; not the same bug." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Hidden_states being None in CLIPVisionModel is a different runtime issue than ModelOutput key assignment." + "reason": "Backend packaging omission and a missing import_utils availability helper are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different versions, models, and failure modes." + "reason": "Llama 3.2 model loading regression is not the same as the v5 base_model_prefix loading breakage." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing on a FastSpeech2Conformer tokenizer." + "reason": "BitNet packed-weight loading and tokenizer loading are different subsystems." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics dropping labels in the last batch." + "reason": "Generation kwargs update after sync_gpus and metric gathering on tuple labels are unrelated." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape-mismatch loading and Qwen3.5 save_pretrained checkpoint corruption are different concrete problems." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained checkpoint corruption are different failure points." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to stale docs referencing removed pipeline() APIs." + "reason": "CLIPVision hidden_states output regression is not the same as attention kernel divergence under torch.compile." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation and Qwen video-input regression are different model-specific issues." + "reason": "PatchTST post_init policy and Qwen VL video-input regression are unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "A model-loading failure in transformers>=5.1.0 is not the same as a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer loading failure and a bare except in Fuyu tensor conversion are separate code paths and symptoms." + "reason": "Both are loading-related, but one is a model/package load failure and the other is a backend registry error; no shared underlying fix is evident." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency are separate bugs." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is different from loading the wrong custom module after save_pretrained." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are both serialization-adjacent, but they are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion error handling." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Inconsistent outputs with compiled forward are not the same as cache lazy initialization causing recompilation." + "reason": "Chunked generation output inconsistency and cache lazy initialization causing recompilation are different symptoms and likely different fixes." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING failure is a different loading path than Qwen3-VL weight-shape mismatch." + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL shape mismatch are unrelated loading problems." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." + "reason": "Generic config API discrepancy and composite Qwen text_config unwrapping are not the same issue." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to apply_chat_template crashing on assistant tool-call messages." + "reason": "Video-input regression in Qwen VL models and chat-template tool-call crash are separate feature paths." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/indentation failure is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 decorator parsing/import issue and DeepSpeed ZeRO3 deque underflow are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to unrecognized model config/model_type loading." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "trust_remote_code missing fields and rotary_pct not persisting on reload are different config serialization bugs." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "The placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failure on \u2581." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer access regression is unrelated to the pipeline() error-message bug in v5." + "reason": "Local dataset loading in a training script and unrecognized model_type during AutoModel load are different failure modes." } ] }, @@ -9955,10 +9881,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:16998", "issue:22355", @@ -9971,7 +9897,6 @@ "issue:43065", "issue:43295", "issue:43316", - "issue:43388", "issue:43404", "issue:43441", "issue:43452", @@ -9980,12 +9905,14 @@ "issue:43550", "issue:43575", "issue:43606", + "issue:43643", "issue:43646", - "issue:43688", + "issue:43650", "issue:43701", "issue:43716", "issue:43742", "issue:43761", + "issue:43825", "issue:44077", "issue:44162", "issue:44479", @@ -9998,19 +9925,21 @@ "issue:44871", "issue:44877", "issue:44913", - "issue:45127", - "issue:45200", "issue:45584", "issue:45632", "issue:45803", "issue:46050", "issue:46170", + "issue:46202", "issue:46365", "issue:46369", "issue:46424" ], "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43295|issue:43825", "issue:43550|issue:43701", + "issue:43650|issue:46202", "issue:25251|issue:28282", "issue:43606|issue:43701", "issue:45632|issue:46424", @@ -10018,216 +9947,220 @@ "issue:43575|issue:43742", "issue:16998|issue:22355", "issue:27957|issue:32090", + "issue:43295|issue:44871", "issue:43316|issue:43716", "issue:44610|issue:46369", - "issue:43295|issue:44871", "issue:43316|issue:44877", - "issue:43540|issue:44514", "issue:43065|issue:44617", + "issue:43540|issue:44514", "issue:43404|issue:43441", "issue:44871|issue:45584", + "issue:44077|issue:44534", "issue:45803|issue:46365", "issue:44162|issue:44792", - "issue:44077|issue:44534", - "issue:41950|issue:43475", "issue:45803|issue:46170", + "issue:41950|issue:43475", "issue:44871|issue:46050", "issue:43452|issue:44496", - "issue:43761|issue:44479", "issue:43646|issue:44913", - "issue:43388|issue:43688", - "issue:45127|issue:45200" + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "1a36f7ad43b7ebc5673bdd3d8f722798d35b2033591f0f97eaf8de453c8f2163", + "prepared_review_unit_hash": "c2c9bd015aec009c7b3983aaa054d6e8ec2a159f7cb6fcb1c1f1f7e172c965b5", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35601, - "estimated_input_tokens": 8901, - "estimated_eval_tokens": 18058 + "soft_pair_count": 28, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "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 across different models, configs, and runtime paths. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.98, + "summary": "This cluster is a broad mix of unrelated Transformers issues. The soft pairs mostly share superficial keywords like configs, loading, or model families, but they do not describe the same underlying bug or change path. No PRs are present, and there is no single canonical issue for the whole cluster.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is about trust_remote_code returning incomplete fields while the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/images behavior in v4.57.5 vs an incorrect pipeline translation error message in v5." + }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different problems: torch.compile/SDPA failure vs checkpoint key mismatch." + "reason": "torch.compile with SDPA is a model execution bug; resume_from_checkpoint key mismatch is a training checkpoint-loading issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is a vague/off-topic issue, the other is a Gemma pipeline roundtrip tokenization bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Unrelated issues: pipeline top_k output shape vs missing PyTorch import." + "reason": "Nested-list output from pipeline top_k is unrelated to the PyTorch missing import error for AutoModel." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different code path from resume key mismatch." + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated failure modes in different code paths." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is a path collision and the other is a cache-length config limitation." + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling for quantized cache only." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different failures: running 3d_parallel.py vs tensor-parallel OOM on Qwen2-57B." + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different issues." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM on a large Qwen model is not the same as a key error loading MobileLLM-125M." + "reason": "OOM from tensor-parallel loading a large model is unrelated to a key error when loading MobileLLM-125M." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length question and missing transformers.onnx import are unrelated." + "reason": "DeBERTa-V3 model_max_length behavior and missing transformers.onnx module are unrelated." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention support issue vs Trainer broadcast TypeError." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer broadcast TypeError on NoneType." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a regression around processor.tokenizer and image passing; the other is an eos_token_id config mismatch in Gemma-3." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Config API discrepancy is separate from image-preprocessor/model dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are different bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Different multimodal models and different symptoms: wrong image size vs memory overflow." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer regression is distinct from eos_token_id configuration inconsistency." + "reason": "OmDet-Turbo image size mismatch is unrelated to sam3-litetext memory overflow." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to granite_speech config loading strictness." + "reason": "Both are configuration-related, but they concern different models and different problems: API discrepancy vs strict config loading failure." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both involve video/multimodal input handling, but they are different bugs in different processors." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are not the same bug, even if they share the Sam3 family name." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Dummy Conv2d placeholder and CUDA OOM in Sam3Video are not the same issue." + "reason": "Qwen3OmniMoe video input validation error and Qwen2_5_VLProcessor batched apply_chat_template crash are different code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying bug in Mistral3 is unrelated to FlashAttention failure in Ministral-3." + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct model issues." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Eos token config mismatch and Whisper empty-transcription failure are different bugs." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer junk values are unrelated Transformer v5 issues." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failing with datasets installed." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus test failure are different models and failure modes." + "reason": "ESM2 being broken and a failed janus image-generation test do not describe the same defect." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Optional post_init policy and non-persistent buffer initialization are separate v5 issues." + "reason": "FuyuBatchFeature exception handling and a Windows/ROCm import dependency issue are unrelated." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup and missing fpn_position_embeddings are different SAM3 bugs." - }, - { - "left": "issue:45803", - "right": "issue:46170", - "accept": false, - "reason": "Swallowed exceptions in tensor conversion are unrelated to Windows/ROCm torch.distributed import issues." + "reason": "Video-classification pipeline choosing image processors is a pipeline bug; missing fpn_position_embeddings is a SAM3 video model output issue." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Eos token config inconsistency and sinq save/load quantization breakage are unrelated." + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantization save/load breakage." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling is a different issue from unrecognized model config loading." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is not the same as the Qwen video-input regression." + "reason": "gguf_file handling for tokenizer/model loading and unrecognized model_type in config.json are different loading failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and rotary_pct reload regression affect different code paths." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Last-batch label truncation in gather_for_metrics is distinct from auxiliary-loss normalization." + "reason": "Transformers 5 custom model initialization breakage and GPTNeoXConfig rotary_pct reset are unrelated." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "LoRA vocab merge collapse is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are separate model-specific bugs." } ] }, @@ -10246,26 +10179,25 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:35141", "issue:41720", "issue:42490", "issue:43065", + "issue:43388", "issue:43504", "issue:43525", "issue:43531", - "issue:43550", "issue:43572", - "issue:43644", "issue:43673", + "issue:43688", "issue:43761", "issue:43827", "issue:43931", - "issue:43976", "issue:43994", "issue:44060", "issue:44190", @@ -10284,6 +10216,8 @@ "issue:44933", "issue:44964", "issue:44977", + "issue:45127", + "issue:45200", "issue:45245", "issue:45362", "issue:45381", @@ -10300,16 +10234,18 @@ "issue:46421" ], "soft_pairs": [ + "issue:43388|issue:43688", + "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:44617|issue:45584", - "issue:45542|issue:46234", "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:44792|issue:44977", "issue:45563|issue:45584", "issue:43761|issue:44242", "issue:44792|issue:45600", @@ -10319,225 +10255,219 @@ "issue:35141|issue:42490", "issue:44479|issue:44734", "issue:43827|issue:43994", - "issue:41720|issue:45245", "issue:44855|issue:45588", + "issue:41720|issue:45245", "issue:43065|issue:44610", "issue:44617|issue:46369", - "issue:44464|issue:45563", "issue:44933|issue:45362", - "issue:44521|issue:45381", - "issue:43976|issue:44855", - "issue:43644|issue:44913", - "issue:43550|issue:44190" + "issue:44464|issue:45563", + "issue:44521|issue:45381" ], - "prepared_review_unit_hash": "7be6054d7ccf8b4d10b7d5bb2c2dbde5ecb826523689c08f7754ff1c45acd906", + "prepared_review_unit_hash": "92036fce97b29fe54cf88b8aec182eb9e2412ef80b718295966d3fb53c08ad95", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35697, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A few issues cluster around Transformers v5 cache/chunked-prefill or model-loading regressions, but the soft pairs do not describe the same underlying bug or change path.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43673 is the clearest representative of the cache/chunked-prefill regression subtheme and is more central than the other scattered model- or docs-specific reports.", + "summary": "This cluster is mostly a grab bag of unrelated issues. The only close thematic family is cache/chunked-prefill behavior, but the packet does not justify merging any of those into a confirmed duplicate set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43673 is still the best anchor because it states the most concrete cache/chunked_prefill regression. issue:46421 is related in theme, but the evidence here only supports a nearby candidate, not the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43673 is the best single issue to stand in for the cluster because it captures the most coherent shared theme here: v5 cache behavior breaking generation/prefill paths.", + "best_issue_reason": "issue:43673 is the strongest representative issue in the cluster: specific symptom, specific subsystem, and the clearest shared theme among the few cache-related candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: tuple-label handling in metric gathering vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different failure modes and code paths: LoRA merge collapse vs missing multimodal token-type defaults." + }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both mention cache, but one is a missing GenerationMixin cache in chunked prefill while the other is recurrent state reset in modular_qwen3_5; different code paths and fixes." + "reason": "Both mention cache-like behavior, but the mechanisms differ; this is related, not confidently the same bug." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated failures: StableLmConfig pad_token_idx regression versus an import_utils backend mapping error for tensorflow_text." + "reason": "Unrelated config regression vs backend-registration/import error." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both are loading-related, but one is a legacy field in Beit preset loading and the other is incorrect custom-module resolution after save_pretrained; not the same bug." + "reason": "Different loading bugs: legacy-field preset loading vs wrong custom module selection after save/load." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Completely different models and failures: Sam3Video OOM versus Whisper empty-transcription generation after align_special_tokens." + "reason": "Completely different symptoms and models: OOM vs empty-transcription generation failure." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different subsystems: backend availability/import handling versus a missing is_falcon_mamba_ssm_available helper." + "reason": "Both touch serving, but one is KV-cache continuation indexing and the other is a missing processor attribute." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "KV-cache continuation indexing crash in transformers serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Separate import/backend issues with no shared concrete code path." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both touch chunked prefill/cache, but one is missing cache in v5.0 while the other is lazy cache init causing recompilation; related area, not the same concrete bug." + "reason": "Shared chunked-prefill/cache theme, but the packet does not establish the same underlying root cause; treat as a related duplicate candidate only." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model/config regressions: missing pad_token_id on Llama4Config versus sliding_window behavior in Qwen3-MoE." + "reason": "Different model/config regressions: pad_token_id absence vs sliding_window behavior." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model-specific problems." + "reason": "Different problems: video position IDs vs memory overflow on another model." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Video vision_position_ids regression in Qwen2.5-VL is unrelated to Sam3-LiteText memory overflow." + "reason": "Unrelated failures: Janus test case vs Qwen3.5 flash-attention generation." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Stale warning on num_return_sequences is unrelated to Whisper failing on empty transcription after align_special_tokens." + "reason": "Different generation issues: stale warning handling vs empty-output crash after token alignment." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Mixture-of-Experts load-balancing loss omission are different bugs." + "reason": "Different bugs in different subsystems: CLIP hidden-states output vs router-logit loss handling." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A janus generate-image test failure is not the same issue as Sam3LiteText config removal breaking CI." + "reason": "Different CI/model issues with no shared underlying mechanism." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different Qwen model bugs: shape mismatch on load versus incorrect tied-weights warning involving dt_bias." + "reason": "Different Qwen3-family issues: weight-shape mismatch vs a tied-weights warning." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading microsoft/Phi-4-multimodal-instruct." + "reason": "Different loading failures in different workflows/models." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "A broad v5 buffer initialization regression is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Serialization/buffer behavior vs config reload regression; not the same bug." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding reinitialization after resize is unrelated to path-trailing-slash import warnings." + "reason": "Unrelated: embedding reinitialization on resize vs local-path import warning." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen VL models is unrelated to transformers serve KV-cache continuation indexing." + "reason": "Different regressions: video-input behavior in Qwen models vs serve KV-cache indexing." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Documentation still referencing pipeline() is not the same as a SigLIP2 model producing bad outputs with AutoModel/pipeline." + "reason": "Docs cleanup is unrelated to the SigLIP2 inference bug." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Auto device mapping on Qwen3 causing cudaErrorAssert is unrelated to the category cardinality RuntimeError." + "reason": "Different runtime/import errors in unrelated modules." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Python 3.13 decorator parsing/IndentationError is unrelated to flash_attention crashing on s_aux=None." + "reason": "Distinct failures: CUDA assert on device mapping vs category-count limit error." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same bug as OmDet-Turbo processor/model image-size mismatch." + "reason": "Different model/processor mismatches with no shared concrete code path." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are about Sam3-family memory issues, but video OOM and sam3-litetext overflow are different failure modes and likely different fixes." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Compiled-forward inconsistency in chunked generation is unrelated to a stale generate() warning for num_return_sequences." + "reason": "Both are memory-related, but they involve different models and different failure modes." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "A missing image_utils import is unrelated to Qwen3.5 chat crashes." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "All-zero assistant masks in multimodal chat templates and wrong vision_position_ids in Qwen2.5-VL are different multimodal bugs." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Python version support regression is unrelated to the DebertaV2Model import parse error." + "reason": "Unrelated import error vs Qwen3.5 chat crash." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Non-persistent buffer junk filling is a broader v5 regression, but not the same as GPTNeoXConfig rotary_pct resetting on reload." + "reason": "Different generation issues: compiled-forward inconsistency vs stale warning text." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "A torch.compile/SDPA model bug is unrelated to a dataset-loading example failure." + "reason": "Both are multimodal, but assistant-mask generation and video position IDs are not the same bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet. For issue:43673 vs issue:46421, the titles support a related chunked-prefill/cache theme, but not confidently the same underlying bug or root cause. That should be phrased more conservatively as a likely related duplicate candidate, not a confirmed same-bug pair. Because the accepted edge overstates what the packet shows, I\u2019m rejecting." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -10550,10 +10480,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:25251", "issue:27957", @@ -10567,23 +10497,24 @@ "issue:43335", "issue:43404", "issue:43540", - "issue:43650", - "issue:43673", + "issue:43550", + "issue:43644", + "issue:43976", "issue:44016", "issue:44077", "issue:44112", "issue:44186", "issue:44190", - "issue:44220", "issue:44246", "issue:44279", "issue:44462", "issue:44683", "issue:44734", "issue:44737", + "issue:44855", "issue:44877", + "issue:44913", "issue:44938", - "issue:44964", "issue:45003", "issue:45127", "issue:45216", @@ -10600,228 +10531,221 @@ "issue:46082", "issue:46121", "issue:46234", - "issue:46421", - "issue:46424" + "issue:46421" ], "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", "issue:44462|issue:45907", - "issue:43540|issue:44734", - "issue:44077|issue:44877", "issue:25251|issue:27957", + "issue:44077|issue:44877", "issue:45127|issue:45357", + "issue:43540|issue:44734", "issue:44112|issue:45600", "issue:45632|issue:46234", "issue:43335|issue:44190", "issue:44737|issue:45803", "issue:43116|issue:44190", - "issue:44938|issue:45542", "issue:43295|issue:45276", + "issue:44938|issue:45542", "issue:45276|issue:45584", - "issue:36246|issue:41628", "issue:45632|issue:46421", + "issue:36246|issue:41628", "issue:46082|issue:46121", - "issue:43650|issue:44220", - "issue:45245|issue:45584", "issue:43404|issue:45216", + "issue:45245|issue:45584", "issue:42175|issue:44279", "issue:36246|issue:38617", - "issue:41950|issue:44016", "issue:44246|issue:45003", + "issue:41950|issue:44016", "issue:44186|issue:44734", - "issue:44683|issue:45446", - "issue:43673|issue:46424", - "issue:44964|issue:45600" + "issue:44683|issue:45446" ], - "prepared_review_unit_hash": "5ff07bc021eba1a6b7c3847599fe6707412cd162fc858569ec689215adbac4f8", + "prepared_review_unit_hash": "43710a4208f402b94db8ffd8f49f0e2bfcb3898d6a18a30db9efa4b37732fc3c", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35217, - "estimated_input_tokens": 8805, - "estimated_eval_tokens": 17866 + "serialized_chars": 35353, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it spans unrelated bugs in imports, pipelines, tokenizers, configs, cache/generation, and model-specific regressions. None of the soft pairs look like the same underlying defect, so there is no clear duplicate canonical within this set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most pairs only share broad keywords like import, config, regression, or CI, not the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the broadest user-facing API/import failure in the set and is a reasonable anchor for the small import-error subset, though the overall cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "41628 is the most general and representative issue among these disparate reports; it is the best single anchor only because no tighter canonical duplicate exists.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both mention repo/file listing, but one is AutoTokenizer ignoring tokenizer.json and the other is list_repo_files not forwarding revision; different APIs and failure modes." + "reason": "Different bug classes: buffer initialization at load time vs config persistence/reload defaulting." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "Both are video/cache related only at a very broad level; Qwen3OmniMoe video input processing and transformers serve KV-cache indexing are different code paths." + "reason": "Both are Python-version-related failures, but one is package compatibility and the other is a JIT parsing/IndentationError in a model import path." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA model execution vs local dataset loading in an example script." + }, + { + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "One is about patchtsmixer post_init semantics, the other about strict config blocking granite_speech loading; unrelated config validation issues." + "reason": "Different repo/file-listing behavior: tokenizer.json selection vs forwarding a revision argument." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Top_k pipeline output nesting and XLMRoberta Flash Attention 2 are unrelated behavior/model support issues." + "reason": "Pipeline top_k output-shape bug is unrelated to Flash Attention 2 support on XLMRoberta." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but they are different model families and different failure modes." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen models and save/tie-weight behavior, but one is LoRA merge collapse after vocab extension and the other is wrong visual encoder keys in save_pretrained; not the same bug." + "reason": "Both are regression/save_pretrained-related, but they concern different models and different state being saved." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in transformers serve." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI failures in different places: GraniteSpeech stale device override test vs auto_mappings referencing removed Sam3LiteText configs." + "reason": "Both cause CI failures, but the affected code and root causes are unrelated." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Both concern import/mapping utilities, but one is trust_remote_code cache path collision and the other is a missing availability helper in import_utils." + "reason": "Cache-path collision for local models is not the same as a missing availability helper in import_utils." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and loading a local dataset in an image-classification script are unrelated." + "reason": "Single-layer sparse-layer config bug is unrelated to a local dataset loading failure." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU device placement in relative positional encoding is unrelated to Fuyu's bare except swallowing errors." + "reason": "Device placement bug in XLNet and bare-except error swallowing in Fuyu are different code paths and defects." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification returning empty results and local dataset loading failure affect different example scripts and bugs." + "reason": "Example multi-label classification output bug is unrelated to local dataset loading." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Python 3.14 import failure and TensorBoard-without-TensorFlow backend error are separate dependency/runtime issues." + "reason": "Both involve multimodal/model plumbing, but one is processor/tokenizer regression and the other is embedding resize propagation." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Processor.tokenizer regression with images and gemma4 resize_token_embeddings not updating embeddings are different model API regressions." + "reason": "Python 3.14 import failure is not the same as missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize propagation and Whisper empty-transcription generation failure are unrelated model-specific bugs." + "reason": "Embedding-resize propagation bug is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and subsystems: Qwen2.5 VLImageProcessor vs AutoImageProcessor." - }, - { - "left": "issue:45632", - "right": "issue:46421", - "accept": false, - "reason": "Cache-path collision for local trust_remote_code models and chunked-prefill cache lazy initialization are different caching bugs." + "reason": "Both are import errors, but they involve different symbols and likely different missing-export causes." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and JSON-loaded list handling in rope parameter conversion are separate validation issues." + "reason": "Config validation for head_dim is unrelated to rope-parameter conversion failing on a JSON-loaded list." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "A vague data request and a torch_extract_fbank_features implementation bug have no meaningful overlap." + "reason": "Both concern saving or tying model weights, but they affect different models and different checkpoint logic." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow and Whisper empty transcription are unrelated runtime failures." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 incorrect checkpoint saving are different save/tie-weight regressions." + "reason": "Category-count limit error is unrelated to Whisper generation on empty transcription." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "One is about TensorFlow missing from a torch-only install, the other is a generic dependency issue; too broad and not the same defect." + "reason": "Missing TensorFlow in the torch extra install is not the same as a generic dependency issue." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but they target different missing exports in different modules and are not the same code-path problem." + "reason": "Different missing imports in different modules; too broad to be the same underlying bug." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Video-classification pipeline using image processors and a notebook syntax error are unrelated." + "reason": "Import slowness and unsafe sys.modules access are related at most indirectly, not the same bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Import-time slowness and unsafe sys.modules access are separate import-path concerns with different symptoms and fixes." + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache continuation indexing are unrelated bugs." + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 and an incorrect PyTorch version check for AuxRequest import are different flex_attention issues." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Chunked-prefill cache missing in v5.0.0 and max_cache_length only honored for Quantized Cache are distinct cache configuration problems." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading regression and removed Sam3LiteText references in auto_mappings are unrelated model-loading/CI breakages." + "reason": "Both mention flex_attention and torch versions, but one is a compiled-kernel failure and the other is a version-check/import guard bug; not the same concrete change." } ] }, @@ -10840,13 +10764,14 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:27957", "issue:28282", + "issue:32090", "issue:35141", "issue:42907", "issue:43295", @@ -10888,244 +10813,264 @@ "issue:45600", "issue:45759", "issue:46123", - "issue:46209", "issue:46234", "issue:46369", "issue:46424" ], "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44964|issue:45600", "issue:43643|issue:44496", - "issue:44016|issue:44220", "issue:43854|issue:44964", "issue:44112|issue:44964", + "issue:44016|issue:44220", "issue:27957|issue:35141", "issue:46123|issue:46369", "issue:43479|issue:45375", "issue:42907|issue:43441", - "issue:43976|issue:44987", "issue:43531|issue:45600", - "issue:43526|issue:43901", + "issue:43976|issue:44987", "issue:43295|issue:45335", + "issue:43526|issue:43901", "issue:28282|issue:35141", + "issue:32090|issue:35141", "issue:44496|issue:45042", - "issue:44016|issue:44062", "issue:43441|issue:45588", "issue:45372|issue:46234", + "issue:44016|issue:44062", + "issue:43299|issue:45216", "issue:43673|issue:44336", "issue:44792|issue:46424", - "issue:43299|issue:45216", "issue:43976|issue:44279", - "issue:43824|issue:44933", "issue:43381|issue:45593", + "issue:43824|issue:44933", "issue:43901|issue:44496", "issue:45335|issue:45584", "issue:44496|issue:45759", "issue:44075|issue:44368", - "issue:43577|issue:45216", - "issue:43650|issue:46209" + "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "ff425e196eb2880b72f2f75ea88a47cf8556a19403500b5d35a8deb283b1afb3", + "prepared_review_unit_hash": "e33d1756db839fc9d0964ef9de9431cc94d1a22bf8e31369d75d0a43c208516e", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35856, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "soft_pair_count": 32, + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issue reports that only share broad model-loading/configuration themes. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents, so all soft edges should be rejected.", - "confidence": 0.29, - "canonical_issue_reason": "issue:44964 is a clean, representative model-loading regression report with a specific failing checkpoint and enough discussion to serve as a cluster anchor.", + "summary": "This set is a grab bag of unrelated issue reports across model loading, configs, generation, caching, and docs. None of the soft pairs looks like the same underlying bug/change closely enough to merge, so I reject all candidate duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "There is no clear canonical issue for the whole set because the items span many unrelated bugs rather than one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best single representative because it is concrete, self-contained, and sits near the common model-loading failure pattern seen across the cluster.", + "best_issue_reason": "issue:44964 is the cleanest standalone report: specific model, clear failure mode, and a concrete regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:43673", + "right": "issue:46424", "accept": false, - "reason": "Both are config/model-loading failures, but one is a missing-field issue with trust_remote_code while the other is an unrecognized-model/model_type problem; different bugs." + "reason": "Both mention cache behavior, but one is about GenerationMixin chunked_prefill cache availability and the other about max_cache_length only applying to Quantized Cache; different bugs." }, { - "left": "issue:44016", + "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction issue are unrelated code paths." + "reason": "No real overlap beyond being bug reports; ADD THE DATA is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading related, but they fail for different reasons and different model families; not the same underlying issue." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields after `trust_remote_code=True`, the other is an unrecognized model/config.json problem; distinct code paths." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they involve different models and likely different causes; too broad to be duplicates." + "reason": "Different models and different import/load failures; too broad to be duplicates." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + "reason": "CI device-override test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "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 support for XLMRoberta and embedding resize reinitialization are separate bugs." + "reason": "Flash Attention on XLM-Roberta is unrelated to token embedding resizing reinitialization." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Pipeline partial-batch dropping results and SAM3 LiteText memory overflow are different failures." + "reason": "MaskGenerationPipeline batch-finalization bug is unrelated to sam3-litetext memory overflow." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both concern multimodal config handling, but they target different config classes and different field/default behavior." + "reason": "Both concern config handling, but they are different model-specific field/default issues and not the same bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized weights and FlashAttention runtime failure in Ministral-3 are distinct code paths." + "reason": "One is a save/dequantization problem and the other is a FlashAttention load failure for a specific model; not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a specific model-loading regression are unrelated." + "reason": "Python version compatibility and loading a specific model are different failures." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are different bugs." + "reason": "Processor/tokenizer regression is unrelated to t5gemma embedding resize behavior." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Label-reduction bug in an image processor and a pipeline docs mismatch are not the same underlying issue." + "reason": "Image label reduction bug and pipeline docs mismatch are unrelated." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Processor/tokenizer regression and T5Gemma embedding resize behavior differ in both symptom and code path." + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization." }, { - "left": "issue:28282", + "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Missing PyTorch import error is unrelated to embedding reinitialization after resizing." + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to token embedding resizing." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config loading and torchvision dependency checks are separate problems." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken argument collision are unrelated." + "reason": "Unrecognized model config and PIL backend requiring torchvision are different bugs." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but one is a model-specific failure and the other is an AttributeError on sink-less models; not the same bug." + "reason": "Both mention FlashAttention, but one is model-specific and the other is an `s_aux=None` crash in the integration code path; not mergeable as one fix." }, { "left": "issue:45372", "right": "issue:46234", "accept": false, - "reason": "Gemma 4 processor import failure and missing import-utils flag are different dependency/import issues." + "reason": "Gemma 4 processor import regression and missing `is_falcon_mamba_ssm_available` are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken()` argument conflict are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different operations and different bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache handling during chunked prefill and ANSI output formatting in loading_report are unrelated." + "reason": "Cache-related generation bug is unrelated to ANSI codes in `loading_report`." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure and cache-length semantics are different issues." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are distinct failures." + "reason": "Janus image-generation test failure is unrelated to cache-length behavior." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression and a generic dependency issue are not the same underlying bug." + "reason": "Python version support issue and generic dependency issue are not the same failure." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Importing a missing model class and a nonexistent image_utils import are both import errors but from different modules and causes." + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Gradient checkpointing in eval mode and auxiliary-loss behavior in D-FINE are unrelated." + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is unrelated to model_type/config parsing." + "reason": "Docs mismatch for `return_all_scores` is unrelated to an unrecognized model config error." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize not propagating and Whisper empty-transcription generation failure are different bugs." + "reason": "Embedding resize not propagating to decoder weights and Whisper empty-transcription failure are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model/config resolution, but one is missing model_type while the other fails to unwrap text_config in composite configs; not the same concrete bug." + "reason": "Both are config/model-loading related, but one is an unrecognized model and the other is improper `text_config` unwrapping; different fixes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are separate issues." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "A vague data request and FP8 inference failure on B200 are unrelated." + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint saving." } ] }, @@ -11144,10 +11089,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:38175", "issue:39692", @@ -11159,7 +11104,6 @@ "issue:43479", "issue:43525", "issue:43650", - "issue:43653", "issue:43854", "issue:43901", "issue:43976", @@ -11189,27 +11133,28 @@ "issue:45397", "issue:45405", "issue:45542", - "issue:45593", "issue:45812", "issue:45823", "issue:45834", "issue:45907", "issue:46082", "issue:46132", + "issue:46209", "issue:46399" ], "soft_pairs": [ "issue:46082|issue:46399", "issue:45103|issue:45372", + "issue:43650|issue:46209", "issue:44242|issue:45200", - "issue:38175|issue:44617", "issue:44279|issue:45405", + "issue:38175|issue:44617", "issue:44779|issue:45812", "issue:43299|issue:45357", "issue:43295|issue:44779", - "issue:41950|issue:45020", "issue:44521|issue:45325", "issue:44351|issue:45278", + "issue:41950|issue:45020", "issue:39692|issue:43901", "issue:41950|issue:45823", "issue:44683|issue:45542", @@ -11219,211 +11164,210 @@ "issue:43299|issue:43854", "issue:43479|issue:43525", "issue:43450|issue:44279", - "issue:43650|issue:46132", "issue:45081|issue:45907", "issue:44466|issue:45276", + "issue:43650|issue:46132", "issue:44016|issue:44291", "issue:43441|issue:45834", "issue:44623|issue:45397", - "issue:44623|issue:44749", - "issue:43653|issue:45593" + "issue:44623|issue:44749" ], - "prepared_review_unit_hash": "fd8ad0dcaa1ccd79d7cbe98f439dda744d5b9804c9b31266c68de903951e31c8", + "prepared_review_unit_hash": "f06dac216e089302bf4b684deaad88acd7f7eb88ffd8d137522a19f687e64d5e", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36210, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "serialized_chars": 35596, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft matches are overwhelmingly cross-subsystem and describe different bugs, regressions, or docs issues. I rejected all candidate edges; this set does not form a single duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated issue reports across different subsystems; the soft-similarity pairs do not look like true duplicates or the same fixable change. I would reject all soft edges. If one issue must represent the set, issue 44521 is the strongest canonical candidate because it has a clear concrete repro, active discussion, and the most inbound references among the open issues.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44521 is the best representative only in a weak sense: it describes a concrete, reproducible multimodal bug, has the most external references, and is more actionable than the other candidates.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 44521 is the most suitable global representative because it is specific, well-scoped, and has the strongest evidence trail; the rest are mostly orthogonal regressions, docs issues, or broad dependency complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "Different model/config paths: LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration crash." + "reason": "Different problems: LlamaConfig validation for explicit head_dim vs a Qwen3.5 rotary-registration crash. Same broad area, not the same underlying bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Unrelated failures: auto_docstring annotation handling vs Gemma 4 processor import error from mistral_common." + "reason": "Auto-docstring annotation handling is unrelated to the mistral_common import failure in Gemma 4 processor loading." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Different multimodal/model behaviors: MoE load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Placeholder issue title versus an FP8 inference failure on B200; no shared code path or symptom." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "No shared code path: SigLIP2 probability issue vs Sam3Video CUDA OOM." + "reason": "MoE load-balancing loss gating is a different bug from Gemma 4's mm_token_type_ids defaulting behavior." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency complaint vs an unrelated PEFT version bump issue." + "reason": "Generic dependency trouble is not the same as bumping MIN_PEFT_VERSION to an unreleased release." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated failures." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both tokenizer regressions, but for different model families and different symptoms; not the same bug." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; too broad to merge as one bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Different Qwen/Gemma3.5 paths: Qwen3VL model loading failure vs save_pretrained visual encoder key serialization." + "reason": "Model loading failure for Qwen3VL MoE is distinct from incorrect visual-encoder keys during save_pretrained." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom processor/tokenizer regression vs Deepseek tokenizer output regression; different failures and models." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Different mechanisms: video pipeline processor lookup vs remote_code model breakage." + "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenization producing wrong results." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "apply_chat_template assistant mask bug is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "All-zero assistant masks in multimodal chat templates is unrelated to Qwen2.5-VL rope-index scaling." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Shared theme of imports is too broad; one missing symbol is not the same as many import errors after upgrade." + "reason": "A specific missing HybridCache import is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline picking image processors is unrelated to remote_code breakages in recent transformers versions." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example issue and the other is a pipeline API doc mismatch." + "reason": "SigLIP2 example mistakes and TextClassificationPipeline docs drift are separate documentation problems." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Different subsystems: video-classification processor lookup vs Gemma4 device-map forward mismatch." + "reason": "Image-processor lookup in video classification and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Unrelated runtime/environment bugs: torch flex_attention compilation vs TensorFlow/tensorboard backend wiring." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/tf backend installation are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility issue is unrelated to PEFT minimum-version packaging." + "reason": "Python version support regression is not the same as a PEFT minimum-version bump." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer repository file selection bug vs Mistral regex patch crash; different loading paths." + "reason": "AutoTokenizer ignoring repository tokenizer.json and a Mistral regex-patch crash are different loader bugs." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Serialization metadata mismatch on save_pretrained is different from AutoTokenizer ignoring tokenizer.json on load." + "reason": "Saving the wrong tokenizer_class and ignoring tokenizer.json on load are related to tokenizers, but they are distinct defects." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures: Qwen3VL MoE regression vs GLM-4.7-Flash unit test loading." + "reason": "Qwen3VL loading regression and GLM-4.7 Flash unit-test loading issue are separate model-specific failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config classes and symptoms: Phi4Multimodal default subconfigs vs Llama4Config missing pad_token_id." + "reason": "Phi4MultimodalConfig defaulting subconfigs and Llama4Config missing pad_token_id are not the same bug." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a dependency installation problem." - }, - { - "left": "issue:43650", - "right": "issue:46132", - "accept": false, - "reason": "Placeholder/troll issue versus AttentionInterface.register behavior change; not comparable." + "reason": "Video processor batching shape problems are unrelated to a generic dependency issue." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs list_repo_files revision forwarding; completely different code paths." + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding concern completely different code paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve weights/embeddings, but one is device-dependent serialization and the other is resize_token_embeddings propagation." + "reason": "Serialization inconsistency for lm_head.weight is separate from resize_token_embeddings not propagating across Gemma4 embedding/output layers." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No concrete shared bug: one is an empty placeholder, the other is a behavior change in AttentionInterface.register." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Different models and failure modes: FlashAttention bug vs OCR long-input index error." + "reason": "FlashAttention OOM/crash for Ministral and OCR index error in Kosmos2.5 are distinct issues." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as gemma-4 zero3 from_pretrained behavior." + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained failure are different load/save problems." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "One is a processor save issue; the other is a performance regression while filtering data." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary loss omission; unrelated model components." + "reason": "Missing processor files and a post-upgrade performance regression are not the same underlying defect." } ] }, @@ -11442,10 +11386,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:33290", "issue:41628", @@ -11456,6 +11400,7 @@ "issue:43441", "issue:43525", "issue:43643", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -11477,7 +11422,6 @@ "issue:44336", "issue:44361", "issue:44373", - "issue:44496", "issue:44521", "issue:44589", "issue:44671", @@ -11497,14 +11441,15 @@ "issue:46399" ], "soft_pairs": [ + "issue:43653|issue:45593", "issue:42994|issue:43317", "issue:45600|issue:45712", "issue:33290|issue:45656", "issue:44261|issue:44263", "issue:44361|issue:45593", "issue:44671|issue:44779", - "issue:44016|issue:45823", "issue:42175|issue:43976", + "issue:44016|issue:45823", "issue:43901|issue:43994", "issue:43441|issue:44683", "issue:43723|issue:44162", @@ -11517,211 +11462,210 @@ "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:41628|issue:43976", - "issue:43784|issue:45542", "issue:44188|issue:44336", - "issue:44295|issue:45397", + "issue:43784|issue:45542", "issue:44336|issue:44373", + "issue:44295|issue:45397", "issue:45103|issue:46399", "issue:45561|issue:45563", - "issue:44246|issue:44496", "issue:44242|issue:45593" ], - "prepared_review_unit_hash": "6ee3806629bccd7b83a0b5350ce9870f74dca5aef8f3c739b4505ae103a95b38", + "prepared_review_unit_hash": "964d4f66fef47928b4568a074f48dca80c736ce221e427ec4af75c391e2a0c6a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35890, - "estimated_input_tokens": 8973, - "estimated_eval_tokens": 18202 + "serialized_chars": 35865, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it mixes unrelated loading, model, optimizer, attention, and docs issues. The soft-similarity edges are mostly false positives, so no pair should be merged.", + "summary": "These items span many unrelated regressions and docs/packaging issues across tokenizers, model loading, quantization, chat templates, and attention kernels. None of the soft pairs look like the same underlying bug/change, so there is no clear canonical duplicate anchor here.", "confidence": 0.96, - "canonical_issue_reason": "No single issue is a clear duplicate hub; if forced to pick a representative, issue 44246 is the broadest and most general user-facing regression in the set.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the best representative only because it is generic and high-discussion, but the cluster itself is too heterogeneous to treat as one duplicate family.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss behavior are unrelated subsystems and failure modes." + }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/loading, but they are different failure modes: saving a quantized model vs loading a dequantized model with offload." + "reason": "Quantized model saving failure and dequantized model offload loading failure are different code paths, not one concrete bug." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo/CI hygiene problems, but they concern unrelated files and bugs." + "reason": "Both touch repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes; not the same issue." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed and optimizers, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer steps; different bugs." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Completely different subsystems and symptoms; no shared code-path bug." + "reason": "MLA q_a_layernorm config precision bug and GlmMoeDsaIndexer torch.split return-value issue are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Unrelated model/task failures; not the same underlying problem." + "reason": "Tokenizer AttributeError on tasks and D-FINE loss omission are unrelated model families and failures." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions affecting model/tokenizer behavior, but they are model-specific and not the same code-path issue." + "reason": "Both are v5 regressions, but CamemBERT masked-LM output and Deepseek tokenizer output are different code paths and fixes." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Notebook syntax error versus model device mismatch; unrelated." + "reason": "Package backend dependency omission and Python-version compatibility failure are different packaging problems." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Packaging/backend dependency issue versus Python version compatibility; different problems." + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch versus incorrect model/pipeline outputs; unrelated." + "reason": "Docs mismatch for TextClassificationPipeline return_all_scores is not the same as SigLIP2 producing bad predictions." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Different attention implementations and different failure points; too far apart to merge." + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 involve different kernels, versions, and fixes." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression versus a specific ESM2 breakage; not the same underlying bug." + "reason": "AutoTokenizer loading regression and ESM2 model breakage are different components, not one underlying defect." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache bug and CLIP hidden-states bug are unrelated." + "reason": "Generation cache/chunked_prefill issue and CLIPVisionModel hidden_states regression are separate model-path bugs." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch versus zero3 model loading failure; unrelated." + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 from_pretrained failure are unrelated loading/saving paths." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is assistant-mask generation; distinct bugs." + "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks; not the same bug." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import error for a specific model class versus Python compatibility issue; not duplicate." + "reason": "Missing model export/import and Python version incompatibility are unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures with different configs and symptoms." + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-specific issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs bug versus import-performance bug; unrelated." + "reason": "Pipeline docs mismatch and slow import performance are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-related, but one is a missing model-specific field and the other is generic trust_remote_code field loss; not clearly the same defect." + "reason": "Both concern config fields, but one is a missing model attribute and the other is trust_remote_code losing fields; not the same underlying bug." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Type/storage mismatch versus chat crash; unrelated." + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are unrelated failures." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing export/import symbol versus Python-version packaging issue; different causes." - }, - { - "left": "issue:43784", - "right": "issue:45542", - "accept": false, - "reason": "Both are import/backend-related, but one is a Python NameError in transformers and the other is a TensorFlow optional-dependency backend error; not the same bug." + "reason": "AutoImageProcessor import failure and Python compatibility issue are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence versus ANSI code output in a loading report; unrelated." + "reason": "Attention-kernel divergence under torch.compile and ANSI-code emission in loading_report are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Position_ids buffer access error versus model loading under zero3; different code paths." + "reason": "Sentence-transformers import NameError and tf-backend undefined error from extras installation are different dependency/import problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output issue versus docstring error; no duplication." + "reason": "ANSI code generation and wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and Gemma4 zero3 loading failure are unrelated." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling versus rotary-pos-emb registration crash; unrelated." + "reason": "auto_docstring crashes with future annotations and Qwen3.5 apply_rotary_pos_emb registration failure are unrelated code paths." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Pytest-xdist file race versus stale generation warning; different problems." - }, - { - "left": "issue:44246", - "right": "issue:44496", - "accept": false, - "reason": "Import slowness versus unrecognized model/config error; unrelated." + "reason": "pytest-xdist file race and paged generate stale warning are unrelated testing vs generation issues." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both mention missing auxiliary losses, but they are different mechanisms and model families; too weak to merge." + "reason": "Missing MoE load-balancing loss and D-FINE auxiliary-loss omission are both loss-accounting bugs, but in different models and conditions." } ] }, @@ -11740,10 +11684,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36246", "issue:41950", @@ -11794,6 +11738,7 @@ "issue:46424" ], "soft_pairs": [ + "issue:44246|issue:44496", "issue:42491|issue:43299", "issue:43531|issue:45362", "issue:43526|issue:45003", @@ -11814,225 +11759,231 @@ "issue:46291|issue:46399", "issue:45859|issue:46399", "issue:43673|issue:44561", - "issue:43352|issue:45250", "issue:43901|issue:45003", "issue:44162|issue:45200", + "issue:43352|issue:45250", "issue:44496|issue:45003", "issue:43257|issue:45137", - "issue:43262|issue:44246", "issue:45292|issue:45584", + "issue:43262|issue:44246", "issue:45412|issue:46123", "issue:45292|issue:45701", "issue:44561|issue:46399" ], - "prepared_review_unit_hash": "ea95060ccd254d5d98892727e5b7e9c4e5ff1131319bae328547f699ed753f75", + "prepared_review_unit_hash": "9062e9398c00e283e41c408169c21cb5b22a1a0f731b39ac8dec78923c3a0900", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36022, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "soft_pair_count": 31, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: several issues share broad themes like Qwen3/MoE regressions or import/cache failures, but the proposed soft links are not the same concrete bug. I would not merge any of the soft pairs.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43299 is the best representative of the cluster\u2019s strongest recurring theme: Qwen3/MoE loading regressions on the v5/dev branch. It is broader and more central than the narrower follow-on reports, while still being a concrete end-user failure.", + "summary": "The items are a grab bag of unrelated Transformers regressions and feature requests across model loading, tokenizers, pipelines, audio, caching, DeepSpeed, docs, and runtime utilities. None of the soft edges look like the same underlying bug or change, so this should not be collapsed into one duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the most suitable anchor issue because it is specific enough to triage, clearly describes a regression, and sits closest to the small Qwen3/MoE subcluster among otherwise unrelated reports.", + "best_issue_reason": "Issue 44561 is the broadest regression-style report and has inbound references, but the cluster is too heterogeneous for it to serve as a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: import slowdown vs unrecognized model/config handling." + }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3/MoE loading, but one is a LoRA compatibility problem on hf4.x/hf5.x while the other is a Qwen3VL MoE loading regression on transformers 5.0.0.dev0. Different models and failure paths; not the same bug." + "reason": "Both involve Qwen3-MoE family, but one is LoRA loading on hf4.x and the other is a v5 model-loading regression for Qwen3VL MoE." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen3-family models, but the symptoms differ: one is a sliding_window issue in Qwen3-MoE, the other is Qwen3.5-35B crashing in chat. Too broad to be a single underlying bug." + "reason": "Different code paths: sliding-window behavior in Qwen3-MoE vs chat crash on Qwen3.5-35B." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "One is a BeitImageProcessorFast label-reduction bug; the other is unsafe sys.modules access in modeling_utils. No shared code path or concrete duplicate evidence." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Both touch processor-related audio/video preprocessing, but one is a pipeline selecting image processors and the other is a torch_extract_fbank_features issue. Different components and failure modes." + "reason": "Video-classification pipeline processor selection and audio fbank extraction are separate subsystems." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Cache/offline loading vs AttentionInterface registration behavior are unrelated. Same general area of utility code, but not the same bug or fix." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Both involve tokenization/generation-related behavior changes, but one is load balancing loss omission and the other is eos_token_id mismatch. Different model semantics, not duplicates." + "reason": "Import performance issue vs Gemma-3 eos_token_id mismatch; no shared bug path." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI output handling in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI logging output and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and packages: Qwen2_5_VLImageProcessor vs is_offline_mode. Same symptom class, not the same underlying issue." + "reason": "Both are import errors, but they affect different symbols and different packages/models." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are missing-export import errors, but they reference different APIs (Qwen2_5_VLImageProcessor vs HybridCache) and different release breaks." + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." }, { "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "KV cache continuation crash in transformers serve is not the same as cache max length only being honored for Quantized Cache." + "reason": "KV-cache continuation indexing bug is not the same as max_cache_length handling in quantized cache." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist race on captured_info.txt are unrelated; one is core import logic, the other is test utility concurrency." + "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist file races." }, { "left": "issue:44336", "right": "issue:46424", "accept": false, - "reason": "Terminal ANSI code handling and cache configuration semantics are different areas with no shared failure path." + "reason": "Terminal ANSI output bug and cache-length configuration bug are different concerns." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness in v5 and resize_token_embeddings not affecting output embeddings are different functional bugs." + "reason": "DeepSeek tokenizer regression and resize_token_embeddings output embedding mismatch are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer and a 4.57.3-to-5.3.0 filtering slowdown are unrelated." + "reason": "Position_ids buffer access error and version-related tokenization slowdown do not match." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM 3 video output attribute error and SAM 3 LiteText memory overflow are distinct model bugs." + "reason": "SAM 3 attribute error and SAM3 memory overflow are different bugs." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing router loss when output_router_logits=False is not the same as float16 AMP crash in LwDetrImageLoss." + "reason": "Load-balancing loss omission in MoE output vs LwDetrImageLoss AMP crash are separate issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import error for Qwen2_5_VLImageProcessor and a DeepSpeed ZeRO3/BertModel IndexError are unrelated." + "reason": "Qwen2.5-VL import error and DeepSpeed ZeRO3 empty-deque IndexError are unrelated." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Kernels dependency/version resolution during import-evaluate is unrelated to the Qwen3.5 apply_rotary_pos_emb registration crash." + "reason": "Kernel version/revision import failure and missing decorator for apply_rotary_pos_emb are different code paths." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding and a missing decorator on apply_rotary_pos_emb are both Qwen3.5-related, but they affect different code paths and are not the same bug." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as kernel registration failure." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache missing during chunked prefill and trust_remote_code breakage from removing is_torch_fx_available are different regressions." - }, - { - "left": "issue:43352", - "right": "issue:45250", - "accept": false, - "reason": "Nemotron Flash Attention 2 support error and a generic Flash Attention 2.0 issue are too underspecified and do not establish the same concrete bug." + "reason": "Chunked-prefill cache missing in GenerationMixin and trust_remote_code breakage from removed API are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and sys.modules access are unrelated." + "reason": "Docs mismatch for return_all_scores does not match the sys.modules access bug." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults affect different model families and mechanisms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 incompatibility is not the same as the generic Flash Attention 2 issue." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access do not describe the same failure." + "reason": "Unrecognized model/config parsing is unrelated to unsafe sys.modules access." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weights conversion under accelerate/deepspeed and a DeepSpeed ZeRO3 deque IndexError are both distributed-training related, but the reported defects are different." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is a different failure mode from the ZeRO3 deque IndexError." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and missing load balancing loss are unrelated." + "reason": "resize_token_embeddings mismatch and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Embedding resize behavior and Whisper empty transcription failure after align_special_tokens are not the same bug." + "reason": "Audio chat-template sampling-rate default bug does not match import slowdown." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch handling are different bugs." + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are separate bugs." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings output mismatch and version-dependent tokenization changes are separate issues." + "reason": "Output embedding resizing bug and version-dependent tokenization changes are different issues." }, { "left": "issue:44561", "right": "issue:46399", "accept": false, - "reason": "Removing is_torch_fx_available breaks trust_remote_code models in general; the Qwen3.5 registration crash is a specific kernel/model bug and not the same change." + "reason": "Removed API breakage for trust_remote_code models is not the same as missing apply_rotary_pos_emb registration." } ] }, @@ -12051,19 +12002,19 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:42886", "issue:43065", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", "issue:43653", "issue:43701", + "issue:43906", "issue:43931", "issue:44060", "issue:44077", @@ -12107,258 +12058,258 @@ ], "soft_pairs": [ "issue:45375|issue:45759", - "issue:45685|issue:46431", "issue:44877|issue:45375", + "issue:45685|issue:46431", "issue:44987|issue:45459", "issue:45397|issue:45656", "issue:44466|issue:45335", "issue:44995|issue:45200", "issue:45137|issue:45600", "issue:43475|issue:43540", - "issue:44479|issue:46170", + "issue:43906|issue:46202", "issue:42886|issue:45229", + "issue:44479|issue:46170", "issue:43653|issue:44162", - "issue:44483|issue:46202", "issue:44060|issue:44077", - "issue:44995|issue:45588", + "issue:44483|issue:46202", "issue:44368|issue:44977", "issue:43065|issue:43408", + "issue:44995|issue:45588", "issue:44368|issue:45563", "issue:44188|issue:46202", - "issue:44877|issue:46170", "issue:45987|issue:46082", + "issue:44877|issue:46170", "issue:43931|issue:44368", "issue:44188|issue:46421", "issue:43065|issue:46123", - "issue:45584|issue:46170", "issue:44297|issue:44623", + "issue:45584|issue:46170", "issue:44361|issue:44749", "issue:44623|issue:45656", "issue:44749|issue:45656", "issue:44869|issue:45356", - "issue:43701|issue:44749", - "issue:43646|issue:44162" + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "46c9781fd6250519ca92f5d57f2bfdcd6aaf8f9ca6b3e140fe8433f00be31440", + "prepared_review_unit_hash": "0cd8bfbb1d7a1919267d51b2b2d3a58a42620d738bf5d98e1604e56d40129aed", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37413, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "serialized_chars": 37436, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated regressions across different models, serializers, cache paths, and runtime environments. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44479 is the best representative of the set because it describes a concrete, user-facing regression affecting multiple Qwen VL variants with a clear failure mode and version boundary; the other items are either more niche, more infrastructure-specific, or unrelated.", + "summary": "These issues are mostly unrelated singleton bugs across tokenizer loading, strict config handling, multimodal model wiring, DeepSpeed, Whisper, and performance regressions. A few pairs share broad themes, but none look like the same concrete bug/change or something that could realistically be merged into one fix PR.", + "confidence": 0.92, + "canonical_issue_reason": "No true canonical duplicate stands out; if forced to pick a representative, issue 44877 is the broadest of the small strict-config subset, but the overall set is too heterogeneous to treat as one cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone issue to anchor triage: broad impact, specific reproduction domain, and a clear regression signature. It is still not a duplicate of the others.", + "best_issue_reason": "Issue 44877 is the most representative of the closest mini-theme (strict config / multimodal loading), but it is still not a good global duplicate anchor for this mixed set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal/config issues, but one is a missing config field and the other is a from_config unwrapping bug; different code paths and different failure modes." + "reason": "Both involve config handling in Qwen multimodal models, but one is a dropped field under @strict and the other is from_config not unwrapping text_config; different code paths and fixes." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Completely unrelated: MPS histogram support in MoE code vs missing chat template in a processor." + "reason": "Shared loose theme of strict config loading, but the reported failures are different models and different missing-field behavior." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "Different models and failures: Granite speech strict-config loading vs Qwen3.5MoeVisionConfig field handling." + "reason": "Completely different subsystems: MPS histogram on Int vs processor chat-template availability." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "One is a model-loading regression for a specific repo/model, the other is tokenizer error masking when protobuf is absent; no shared bug." + "reason": "Both are loading/serialization-adjacent, but one is a model load failure and the other is tokenizer decode error masking; not the same bug." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed, but one is ZeRO3 from_pretrained loading and the other is duplicate optimizer steps; not the same defect." + "reason": "Both mention DeepSpeed, but one is a Zero3 from_pretrained issue and the other is duplicate optimizer stepping; unrelated root causes." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve tied/embedded weights, but one is serialization of lm_head.weight and the other is resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "Both touch tied/embedded weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Unrelated: stale indexer cache on second forward vs missing mm_token_type_ids default for text-only fine-tuning." + "reason": "Different models and failures: stale indexer cache on second forward pass vs Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and stale auto_mappings references are unrelated." + "reason": "One is a DeepSpeed ZeRO3 deque error, the other is a broken auto_mappings reference to removed Sam3LiteText configs." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal/video-related, but one is a missing attribute in SAM3 vision output and the other is a Qwen3OmniMoe video-input ValueError." + "reason": "Both are model-specific runtime errors, but they hit different SAM/Qwen video paths and different missing objects/value checks." }, { - "left": "issue:44479", - "right": "issue:46170", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "Video regression in Qwen models vs Windows/ROCm import dependency failure; different subsystems and root causes." + "reason": "The first is just an isolated reproduction of another issue; the second is a Gemma tokenizer roundtrip bug. No concrete overlap shown." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache/offline loading issue is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Tokenizer cache offline loading and Gemma4 CUDA OOM are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and ESM2 breakage are not the same underlying issue." + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency issue; different layers and fixes." }, - { - "left": "issue:44483", - "right": "issue:46202", + { + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "OpenAI chat-completions API acceptance failure vs Gemma pipeline roundtrip tokenization failure; different surfaces and causes." + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are separate bugs." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both are model/config warnings, but one is tied-weights misreporting in Qwen3-Next and the other is patchtsmixer post_init policy; unrelated." + "reason": "Tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44483", + "right": "issue:46202", "accept": false, - "reason": "Second-forward stale cache crash and flash-attention s_aux=None crash are different code paths." + "reason": "API request rejection in v5.3 vs Gemma pipeline roundtrip failure; no shared code path." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation failure." + "reason": "One is a tied-embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression; not the same defect." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same SAM3 family, but one is a dummy Conv2d in the pixel decoder and the other is a config/type mismatch warning." + "reason": "Sam3PixelDecoder dummy Conv2d and sam3_video/sam3_tracker type mismatch are distinct SAM3 issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-word-embeddings warning is not the same as a stale num_return_sequences warning in paged generate()." + "reason": "Tie_word_embeddings warning during training and stale paged-generate warning are unrelated warnings." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Torch.compile branching in attention kernels is unrelated to the Gemma pipeline roundtrip failure." + "reason": "torch.compile branching divergence in attention kernels and Gemma tokenizer roundtrip are different problem areas." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Strict Granite Speech config loading and Windows ROCm dependency import errors are unrelated." + "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API/validation issues." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "One is a return-type contract bug in StaticCache, the other is config validation for Llama head_dim; different behaviors." + "reason": "Strict config loading for granite_speech and Windows/ROCm import failure are unrelated." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 LoRA tied-embedding warning are unrelated." + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-weights warning in Qwen3.5 fine-tuning." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/compilation, but one is divergent kernels from allow_is_bidirectional_skip and the other is lazy cache init causing recompilation; not the same bug." + "reason": "Both mention compile/cache behavior, but one is about attention kernel divergence and the other about lazy cache init causing recompilation." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 dummy layer issue and MaskGenerationPipeline partial-batch result loss are unrelated." + "reason": "SAM3 decoder dummy layer and MaskGenerationPipeline final-batch dropping are unrelated." }, { - "left": "issue:45584", - "right": "issue:46170", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Whisper empty-transcription failure and Windows ROCm torch.distributed import failure are unrelated." + "reason": "Both are save_pretrained-related, but one is tokenizer_config class mismatch while the other is missing processor files." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:45584", + "right": "issue:46170", "accept": false, - "reason": "Both are save_pretrained problems, but one is tokenizer_class metadata mismatch and the other is missing processor files; not the same defect." + "reason": "Whisper empty-transcription failure and Windows ROCm import dependency issue are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError on tasks and a performance regression after upgrading are not the same issue." + "reason": "MLukeTokenizer task AttributeError and a broad Transformers slowdown regression are not the same bug." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file omission and double optimizer.step() under DeepSpeed are unrelated." + "reason": "Processor save_pretrained missing files and duplicate DeepSpeed optimizer steps are separate issues." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "General slowdown after upgrade is not the same as optimizer.step() being called twice." + "reason": "Performance regression after upgrading Transformers vs DeepSpeed optimizer-step duplication are different failures." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer failures." + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer/decoding bugs." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and performance slowdown are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Transformers 5 custom model init breakage and ESM2 breakage are too broad and unrelated to be duplicates." + "reason": "resume_from_checkpoint key mismatch and a general slowdown regression do not share a concrete root cause." } ] }, @@ -12377,10 +12328,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28282", "issue:30990", @@ -12395,6 +12346,7 @@ "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", "issue:43704", "issue:43723", @@ -12402,11 +12354,11 @@ "issue:43824", "issue:43873", "issue:44038", + "issue:44162", "issue:44188", "issue:44222", "issue:44351", "issue:44623", - "issue:44792", "issue:44871", "issue:44933", "issue:44945", @@ -12431,13 +12383,14 @@ "issue:46399" ], "soft_pairs": [ + "issue:43646|issue:44162", "issue:43232|issue:43673", "issue:45230|issue:45397", "issue:44871|issue:46132", "issue:44038|issue:44623", "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:43475|issue:45381", + "issue:43475|issue:43643", "issue:28282|issue:30990", "issue:42371|issue:45092", "issue:41628|issue:44933", @@ -12451,208 +12404,234 @@ "issue:45081|issue:45103", "issue:43873|issue:44945", "issue:43232|issue:44188", - "issue:41628|issue:44351", "issue:44964|issue:45137", + "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:44222|issue:45310", - "issue:42994|issue:43824", "issue:46077|issue:46123", + "issue:42994|issue:43824", "issue:44038|issue:45310", "issue:36010|issue:41628", - "issue:43232|issue:44792", "issue:42831|issue:44222" ], - "prepared_review_unit_hash": "387f5b57ada2d125bfcc733d8f6e45e21bd06ae4cb89a6658e1ba5c1039854c9", + "prepared_review_unit_hash": "cb09a8d59267a202b187e4efc36840ce4dd20bcb3d0ef679c316e25ed43f80ef", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35794, - "estimated_input_tokens": 8949, - "estimated_eval_tokens": 18154 + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous bundle of Transformers regressions and import/load issues. None of the soft pairs is a clear same-bug duplicate; the closest overlap is the Qwen3.5/Moe loading/config pair, but the titles still point to different failure descriptions.", - "confidence": 0.44, - "canonical_issue_reason": "issue:43873 is the most discussion-heavy and currently open report, with the broadest real-world impact signal in this mixed set.", + "summary": "This packet has two clear duplicate clusters, not just one: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and the Qwen3.5 MoE from_pretrained regression cluster (45310/45375/45478). Most other soft edges remain false positives across different code paths or model families.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest global canonical issue because it is an exact duplicate of 43704 with the same title and the richest discussion trail; the packet also contains a second clear duplicate cluster around Qwen3.5 MoE (45310/45375/45478).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest standalone issue to anchor the cluster: it is active, heavily discussed, and describes a substantive functional regression rather than a narrow one-off import failure.", + "best_issue_reason": "issue:42673 is the best overall issue representative in this packet: it is an exact duplicate pair and has the clearest supporting context. The Qwen3.5 MoE cluster is also clearly duplicate-like, but 42673/43704 is the cleanest anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different bugs: custom model init / Transformers v5 breakage versus ESM2 workflow breakage." + }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both are generation-related, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is chunked_prefill cache handling; different concrete code paths." + "reason": "Both are generation-related, but they hit different code paths: sync_gpus kwargs update vs chunked_prefill cache lookup." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "One is an unspecified bug report, the other is a Gemma-4 ZeRO3 from_pretrained failure; too little evidence they are the same underlying defect." + "reason": "Generic placeholder report versus a specific gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different symptoms and subsystems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + "reason": "Unrelated issues: eos_token_id mismatch versus AttentionInterface.register behavior change." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/v5 bug versus processor.save_pretrained missing files; related area but not the same concrete bug." + "reason": "Different areas and symptoms: Qwen3-VL-Moe incompatibility versus missing files in processor.save_pretrained." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Saving a quantized model and loading a GGUF model are opposite operations with different failure modes." + "reason": "Saving a quantized model and loading Qwen2.5-GGUF are different operations and different failure modes." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:45381", "accept": false, - "reason": "SAM3 vision encoder attribute error versus AutoConfig trust_remote_code field loss; unrelated code paths." + "reason": "Different models and errors: SAM 3 video encoder attribute missing versus qwen2.5-vl vision position ids." }, { "left": "issue:43475", - "right": "issue:45381", + "right": "issue:43643", "accept": false, - "reason": "Different model families and failures: SAM3 vision encoder attribute missing vs qwen2.5-vl video position_ids issue." + "reason": "SAM 3 video attribute failure is unrelated to trust_remote_code returning missing config fields." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch-not-found ImportError versus sentence-transformers loading hang; not the same bug." + "reason": "PyTorch-not-found ImportError versus a sentence-transformers loading hang are not the same bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance issue versus InternVL2 meta-initialization incompatibility; unrelated." + "reason": "TF32 API warning and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import/export issues, but they involve different missing symbols from different modules and likely different regressions." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "The titles are similar and both involve Qwen3.5-Moe, but one is a dropped config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + "accept": true, + "reason": "Same underlying Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; the titles differ slightly, but the failure family matches." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4 processor internal attribute error versus Gemma pipeline roundtrip/tokenization failure; different symptoms and fixes." + "reason": "Different Gemma-related failures: Gemma4 processor missing _tokenizer versus pipeline roundtrip on \u2581." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized-model saving failure versus Llama4Config missing pad_token_id on load; different model/config problems." + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading regression in v5 versus mistral_common continue_final_message behavior; different code paths." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different problems." }, { "left": "issue:45310", "right": "issue:45375", - "accept": false, - "reason": "These are the closest match, but one is a generic Qwen3.5-Moe from_pretrained error and the other is a specific missing config field; plausible relationship, not enough to confirm duplicate." + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure family; 45375 appears to be the more specific symptom report." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Importing sentence-transformers with latest transformers versus Qwen3.5 kernel registration error; unrelated." + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "Same title, but the second is a later report of the same VRAM leak; without body evidence here, treat as related but not proven same underlying duplicate chain." + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3ForCausalLM VRAM leak when using multiple dataloader threads." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation crash are distinct utility bugs." + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotations crash are different code paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior and pipeline parallelism output corruption are separate runtime issues." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are distinct issues." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Both touch generation/attention internals, but one is a cache/sync_gpus generation bug and the other is a torch.compile attention-kernel divergence." + "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Phi-4 multimodal load failure versus DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output error versus Qwen3_5 image-specific infinite loop; different failure modes." + "reason": "Pipeline-parallel incorrect output is not the same as a Qwen3_5 infinite loop on a specific image." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe versus Qwen3.5-Moe from_pretrained error; same model family but opposite operations and different symptoms." + "reason": "FP8 save_pretrained for MoE versus Qwen3.5 MoE from_pretrained error are different operations and symptoms." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline partial-batch dropping are unrelated." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure versus missing Qwen2_5_VL import; unrelated." + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are different bugs." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and Qwen3.5 MoE from_pretrained error are different model families and failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Gemma4 attention-mask construction versus MaskGenerationPipeline final-partial-batch handling; different bugs." + "reason": "FineGrainedFP8 accuracy issues are not the same as FP8 save_pretrained failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate summary is not fully grounded: besides issue:42673/43704, the packet also contains an exact-title Qwen3.5 MoE cluster (issue:45310/45375/45478) that the summary downgrades to only a \u201cplausible near-duplicate.\u201d The soft-edge calls are mostly conservative, but the narrative overstates heterogeneity by implying only one clear duplicate pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12664,20 +12643,19 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ - "issue:27957", "issue:30333", "issue:30990", "issue:33290", - "issue:34689", "issue:35141", "issue:42175", "issue:42222", "issue:42898", + "issue:43232", "issue:43278", "issue:43377", "issue:43479", @@ -12702,6 +12680,7 @@ "issue:44623", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:45092", @@ -12719,11 +12698,12 @@ "issue:46231" ], "soft_pairs": [ + "issue:43232|issue:44792", "issue:42175|issue:45712", "issue:44496|issue:45561", "issue:43504|issue:45561", - "issue:42175|issue:44933", "issue:43526|issue:45561", + "issue:42175|issue:44933", "issue:43976|issue:44933", "issue:42898|issue:44568", "issue:43377|issue:44242", @@ -12736,256 +12716,248 @@ "issue:42898|issue:45812", "issue:43479|issue:44079", "issue:43723|issue:44568", - "issue:43784|issue:43824", "issue:42898|issue:44779", + "issue:43784|issue:43824", "issue:44016|issue:46231", - "issue:43874|issue:45092", "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:44222|issue:44297", - "issue:45405|issue:45712", "issue:44060|issue:45125", + "issue:45405|issue:45712", "issue:44297|issue:45656", "issue:44933|issue:45712", - "issue:44222|issue:44623", - "issue:27957|issue:30333", - "issue:30333|issue:34689" + "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "1071c50d6c146bb8b97a328a0500e1b04182a8dce10047ebd60fa3a54fd55f3e", + "prepared_review_unit_hash": "5b4450f4418144bda2cd3114808ab09759691b54303d68c49dbd5eea41d8170d", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38079, - "estimated_input_tokens": 9520, - "estimated_eval_tokens": 19296 + "soft_pair_count": 33, + "serialized_chars": 37802, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a single duplicate cluster: the issues span unrelated areas like model loading, tokenization, training/runtime bugs, docs, and backend packaging. The soft-similarity pairs mostly share only broad transformer-adjacent vocabulary, not the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This is a loose, heterogeneous cluster of mostly unrelated Transformers bug reports. A few are superficially similar v5 tokenizer regressions, but none of the soft-edge pairs look like the same exact underlying bug or fix.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 42898 is the closest umbrella candidate because it captures the broad v5 tokenizer behavior-regression theme better than the more narrow model-specific reports, though the cluster is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "42898 is the most representative issue to anchor this cluster: it is broad, regression-oriented, and sits near several other tokenizer/v5 reports, even if they are not actual duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different failure modes: generation kwargs handling after sync_gpus vs a Janus model test failure." + }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "TensorFlow backend packaging vs leftover dummy PyTorch classes; different maintenance problems." + "reason": "Unrelated: packaging/backend dependency selection vs leftover dummy classes in a repo hygiene check." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config error vs pytest-xdist file race; unrelated failure modes." + "reason": "Different code paths: model config loading error vs xdist race on captured_info.txt." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "BEiT pretrained preset loading bug vs test utility concurrency bug; different code paths." + "reason": "BEiT pretrained preset loading bug is unrelated to the testing race condition." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Backend installation issue vs missing image_utils import; not the same defect." + "reason": "BEiTImageProcessorFast label reduction bug is unrelated to the xdist file race." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs captured_info.txt race; unrelated." + "reason": "Backend extra installation issue and missing import from image_utils are different problems." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python compatibility issue vs nonexistent import from image_utils; different root cause." + "reason": "Python version compatibility regression is unrelated to the missing import issue." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change vs missing BOS/EOS insertion; both tokenizer-related but distinct bugs." + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and likely different code paths." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission; unrelated model internals." + "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing loss handling." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "dtype mismatch in evaluation vs DeepSpeed ZeRO3 deque IndexError; different subsystems." + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs embedding reinit after resize; unrelated behavior." + "reason": "Loading hang in sentence-transformers is unrelated to post_init reinitializing resized embeddings." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing files in save_pretrained vs Qwen3.5 Moe from_pretrained error; different save/load issues." + "reason": "Processor save_pretrained missing files is unrelated to the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs vs Adafactor OOM in DeepSpeed; not duplicates." + "reason": "MLflow reporting on failed jobs is unrelated to DeepSpeed Adafactor OOM." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi4MultimodalConfig None-default init bug vs Whisper trailing replacement-char crash; unrelated." + "reason": "Phi4Multimodal config defaults and Whisper trailing-replacement decode crash are different bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken VitPose models vs Gemma 4 mm_token_type_ids defaulting; different multimodal model issues." + "reason": "Vitpose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "v5 tokenization cleanup change vs Granite AutoTokenizer wrong token IDs; tokenizer-related but separate regressions." + "reason": "Both are tokenizer regressions in v5, but they involve different model families and different failure mechanisms." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config default initialization bug vs ModelOutput key assignment bug; different components." + "reason": "Config initialization bug is unrelated to ModelOutput key assignment behavior." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading failure in v5 vs add_special_tokens missing BOS/EOS; different tokenizer regressions." - }, - { - "left": "issue:43784", - "right": "issue:43824", - "accept": false, - "reason": "sentence-transformers import NameError vs missing Qwen2.5-VL symbol; unrelated import failures." + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS regression are distinct issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Global v5 tokenization behavior change vs DeepSeek tokenizer regression; both tokenizer issues but not the same bug." + "reason": "Different tokenizer regressions affecting different models and likely different implementation paths." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Notebook syntax error vs docs mismatch in set_training parameter name; documentation/notebook issues, not duplicates." + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2.5-VL export." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Missing image-patch helper vs old InternVL2 meta-initialization incompatibility; different multimodal loading problems." + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing crash vs auto_docstring annotation crash; unrelated runtime paths." + "reason": "KV-cache continuation indexing crash is unrelated to auto-docstring annotation handling." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "General v5 cleanup/tokenization behavior change vs Kimi-K2.5 codec handling regression; separate tokenizer bugs." + "reason": "Both mention tokenizer regressions, but the Kimi codec/warning issue is a different concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code meta-init incompatibility are unrelated." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error vs optimizer step called twice under DeepSpeed; different training/runtime bugs." + "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice under deepspeed." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "SGD arguments ignored vs docs parameter-name mismatch; one is a code bug, the other documentation." + "reason": "Optimizer argument handling bug is unrelated to a documentation name mismatch." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change vs Pegasus output difference across v4/v5; related versioning theme but distinct symptom/root cause." + "reason": "Both are v5 behavior regressions, but they concern different models and concrete tokenizer/output paths." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained issue vs tokenizer_class mismatch in tokenizer_config.json; both save/load-adjacent but different artifacts." + "reason": "Save_pretrained on FP8 MoE and tokenizer_class mismatch are both save-related, but not the same underlying bug." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "PEFT version bump issue vs dummy class cleanup; unrelated repository maintenance issues." + "reason": "Incorrect tied-weights warning is unrelated to missing _tp_plan for tensor parallelism." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs missing _tp_plan in Qwen3_5Moe; different Qwen model bugs." + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config metadata mismatch vs DeepSpeed duplicate optimizer step; unrelated." + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer stepping twice." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import vs leftover dummy classes; different import/packaging problems." + "reason": "Missing image_utils import is unrelated to dummy class cleanup." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained for MoE vs processor.save_pretrained missing files; both persistence-related but not the same bug." - }, - { - "left": "issue:27957", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs MLflow reporting on failed jobs; completely different topics." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow failure reporting vs Llama 3.2 vision model loading regression; unrelated." + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is processor file emission; different code paths." } ] }, @@ -13004,14 +12976,16 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:22355", + "issue:27957", "issue:28282", "issue:30333", + "issue:34689", "issue:35141", "issue:36331", "issue:41628", @@ -13033,7 +13007,6 @@ "issue:44360", "issue:44373", "issue:44448", - "issue:44483", "issue:44484", "issue:44485", "issue:44623", @@ -13047,7 +13020,6 @@ "issue:45245", "issue:45310", "issue:45381", - "issue:45406", "issue:45834", "issue:46082", "issue:46132", @@ -13059,10 +13031,12 @@ "issue:46431" ], "soft_pairs": [ + "issue:27957|issue:30333", + "issue:30333|issue:34689", "issue:44448|issue:46132", "issue:42831|issue:44623", - "issue:46209|issue:46431", "issue:43479|issue:43644", + "issue:46209|issue:46431", "issue:30333|issue:36331", "issue:30333|issue:35141", "issue:22355|issue:28282", @@ -13071,226 +13045,231 @@ "issue:43122|issue:46209", "issue:43475|issue:46305", "issue:41628|issue:42757", - "issue:43723|issue:44977", "issue:45071|issue:46082", + "issue:43723|issue:44977", "issue:45381|issue:46305", "issue:44206|issue:45103", "issue:43232|issue:46424", "issue:44295|issue:44623", "issue:44734|issue:46421", - "issue:44263|issue:45092", "issue:44222|issue:44484", + "issue:44263|issue:45092", "issue:43232|issue:45834", "issue:44373|issue:44485", "issue:44190|issue:46082", "issue:43723|issue:44871", "issue:43723|issue:44991", "issue:44279|issue:46328", - "issue:44483|issue:45406", "issue:44263|issue:44360" ], - "prepared_review_unit_hash": "ab6f591abaf0bd1baf2f8090423719548dc14bbffd2d477dac41e01826bf504e", + "prepared_review_unit_hash": "56da1e2ca1bbe875b83fc2ce9b3f73c4ba3c7140efa4ed74c7ac7b02ea4a87c4", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36188, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "soft_pair_count": 30, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft pairs are distinct bugs/regressions rather than duplicates. No soft edge should be merged; the closest pairs only share a broad subsystem (tokenizers, cache, FP8, serving) but not the same concrete failure mode.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43644 is the best canonical issue because it describes a broad, high-impact Transformers v5 regression with a clear core symptom and likely central fix path (buffer initialization), making it a strong representative issue.", + "summary": "This cluster is highly heterogeneous. The only mildly coherent sub-area is tokenizer-loading regressions around v5, but most pairs are clearly different bugs, so I would not merge any of the soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; issue 43723 is the closest representative of the small tokenizer-loading v5 subtheme, but the rest of the set spans unrelated failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone issue in this set: it is specific enough to diagnose, but broad enough to anchor related regression discussions and fixes.", + "best_issue_reason": "Issue 43723 is the best representative because it is the broadest and most central of the tokenizer-loading regression reports, though it still should not absorb the unrelated issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different failures: Flash Attention 2 model support vs MLflow reporting after a training-job crash." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated symptoms: MLflow state reporting vs model loading regression for Llama 3.2 vision." + }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different problems: Pegasus output drift across v4/v5 vs AttentionInterface.register changing callable behavior." + "reason": "Both mention behavior changes, but one is Pegasus output drift across versions and the other is AttentionInterface registration semantics." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue and processor save_pretrained missing files are unrelated failure modes." + "reason": "Different subsystems: FineGrainedFP8 accuracy vs processor.save_pretrained missing files." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "B200 FP8 inference failure is unrelated to missing chat template support in a processor." + "reason": "Config initialization bug for multimodal defaults vs non-persistent buffers being filled with junk." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Config default-initialization bug vs broad non-persistent buffer initialization regression; different code paths." + "reason": "FP8 inference failure on B200 is unrelated to chat-template availability in processors." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature handling." + "reason": "Training-job reporting vs Trainer API incompatibility; not the same bug." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job status reporting and embedding reinitialization in post_init are distinct bugs." + "reason": "MLflow failure handling is unrelated to embedding resize/post_init reinitialization." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + "reason": "Two different import errors with different missing dependencies/modules, not one underlying issue." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-limit runtime error and AttentionInterface.register behavior change are not the same issue." + "reason": "Category-limit runtime error is unrelated to attention registration behavior." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Qwen3.5 MOE from_pretrained loading failure." + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained failure are different code paths." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization divergence across versions and FP8 inference on B200 are unrelated." + "reason": "Tokenizer behavior change vs FP8 inference on B200 are unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 missing attribute and MoonshineStreaming off-by-one mask logic are different bugs." + "reason": "SAM 3 Video attribute missing vs MoonshineStreaming mask off-by-one are different bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to is_offline_mode import failure from huggingface_hub." + "reason": "Different import failures from different packages: transformers vs huggingface_hub." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer loading regression in v5 and Qwen3.5 flash-attention generation bug do not share the same concrete root cause." + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig head_dim validation." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "PretrainedConfig type-checking regression and LlamaConfig head_dim validation are separate config issues." + "reason": "Both are tokenizer-loading failures, but the reports are too specific and could stem from different checkpoint/model quirks." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "qwen2.5-vl vision_position_ids bug is not the same as a streaming sliding-window mask off-by-one error." + "reason": "Video vision_position_ids issue is not the same as an off-by-one sliding-window mask bug." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor argument compatibility and auto_docstring annotation handling are unrelated." + "reason": "Feature-extractor arg handling is unrelated to auto_docstring crashing on future annotations." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max_length honoring are different cache-generation behaviors." + "reason": "Generation kwargs update after sync_gpus is a different cache-path issue than max_cache_length honoring." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer access error and processor save_pretrained missing files are distinct serialization issues." + "reason": "Buffer access error and processor save_pretrained missing files are different behaviors." }, { "left": "issue:44734", "right": "issue:46421", "accept": false, - "reason": "KV-cache continuation crash from wrong indexing is not the same as lazy cache init causing recompilation." + "reason": "Both involve cache, but one is tensor indexing in serve and the other is lazy cache initialization/recompilation." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "torch.split return handling in GlmMoeDsaIndexer and remote-code checkpoint meta-init incompatibility are unrelated." + "reason": "FP8 MoE save_pretrained bug is unrelated to the default 50GB shard-size question." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 moe save_pretrained bug and max_shard_size default question are not duplicates." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation-state update bug and Kosmos2.5 OCR long-input index error are different code paths." + "reason": "Generation/cache kwargs bug does not match Kosmos2.5 OCR index overflow." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring correction for position_ids is unrelated to GLM-5 RoPE implementation behavior." + "reason": "Docstring mistake for position_ids is not the same as a GLM-5 RoPE implementation bug." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading in an example script and LlamaConfig head_dim validation are unrelated." + "reason": "Dataset-loading script issue is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id config inconsistency are different tokenizer/model-config issues." + "reason": "Tokenizer loading failure in v5 is not the same as inconsistent eos_token_id configuration." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "These both concern tokenizers, but one is a general v5 loading failure and the other is a specific EMBEDDIA/est-roberta regression; not enough evidence of the same bug." + "reason": "Related surface area, but one is generic tokenizer loading and the other is a model-specific regression; not enough to treat as the same bug." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A generic dependency issue and a SequenceFeatureExtractor.pad performance problem are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "OpenAI-compatible chat endpoint request rejection and Gemma4Processor missing _tokenizer are distinct serving bugs." + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is a torch.split return-value bug and the other is a missing ReLU; likely related subsystem, not the same concrete defect." + "reason": "Both mention GlmMoeDsaIndexer, but one is torch.split return values and the other is a missing ReLU; different fixes." } ] }, @@ -13309,10 +13288,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:22355", "issue:27957", @@ -13321,7 +13300,6 @@ "issue:38175", "issue:39401", "issue:41628", - "issue:42371", "issue:42757", "issue:42831", "issue:42886", @@ -13345,6 +13323,7 @@ "issue:44297", "issue:44368", "issue:44373", + "issue:44483", "issue:44568", "issue:44829", "issue:44913", @@ -13352,6 +13331,7 @@ "issue:45278", "issue:45310", "issue:45357", + "issue:45406", "issue:45593", "issue:45753", "issue:46002", @@ -13363,238 +13343,238 @@ "issue:46402" ], "soft_pairs": [ + "issue:44483|issue:45406", "issue:42907|issue:46050", - "issue:30990|issue:38175", "issue:45092|issue:45357", + "issue:30990|issue:38175", "issue:43644|issue:46305", "issue:44261|issue:45092", "issue:44829|issue:46002", "issue:42831|issue:45310", - "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:43408|issue:46402", "issue:44263|issue:44373", + "issue:41628|issue:43824", "issue:43479|issue:44913", "issue:39401|issue:44568", "issue:43761|issue:46082", "issue:22355|issue:27957", - "issue:42757|issue:45278", "issue:42886|issue:43066", + "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:42886|issue:42994", "issue:42831|issue:45753", "issue:22355|issue:28218", - "issue:43408|issue:46369", "issue:44368|issue:46305", + "issue:43408|issue:46369", "issue:43232|issue:45593", - "issue:43576|issue:43784", "issue:44295|issue:44297", "issue:43550|issue:46132", "issue:43646|issue:46002", - "issue:42371|issue:44263" + "issue:43576|issue:43784" ], - "prepared_review_unit_hash": "56f4dbb92ab9070b4da2e18b5d136f748ebca9d3d14abb7e9d51427f6ecbbbd0", + "prepared_review_unit_hash": "2d91638450f4808ecdb8e02a78fbb7a422ad6add32417def116d040ba396faf2", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35454, - "estimated_input_tokens": 8864, - "estimated_eval_tokens": 17984 + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated issues with only superficial keyword overlap. I rejected all soft edges: most are different code paths, different models, or different failure modes. No PRs are present.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits the whole set; the items span unrelated tokenizer, import, quantization, multimodal, config, and generation bugs. If forced to pick a representative, issue 46050 is the most concrete save/load regression, but it is not a true duplicate hub.", + "summary": "These candidates are mostly unrelated regressions that only share broad subsystem similarity (tokenizers, save/load, imports, multimodal models). None of the soft-similarity pairs look like the same underlying bug or a single mergeable change.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct problems, and the soft pairs are too broad to treat as duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46050 is the strongest standalone bug report among the open items because it names a specific broken workflow (quantized model save_pretrained/from_pretrained) and is actionable. It is still not close enough to subsume the others.", + "best_issue_reason": "issue:42886 is the strongest standalone report here because it is specific, reproducible, and version-scoped (offline cache load regression).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both involve saving/loading quantized models, but they describe different workflows and failure points (dequantized Ministral/Devstral save vs sinq quantized round-trip)." + "reason": "Different failures and code paths: chat/completions request validation vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Different problems: Sentence-Transformers loading hang vs unexpected zero probabilities in SIGLIP2 inference." + "reason": "Both involve model saving/loading under quantization, but they describe different quantization workflows and failure modes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both touch multimodal v5 regressions, but one is meta-init compatibility for old InternVL2 remote code and the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both touch multimodal model persistence, but one is meta-init incompatibility for old InternVL2 checkpoints and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Unrelated bugs: junk-filled non-persistent buffers vs an off-by-one in MoonshineStreaming sliding-window masking." + "reason": "Different bugs: non-persistent buffer corruption vs an off-by-one in MoonshineStreaming mask logic." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different model families and code paths; precision error from missing rms_norm_eps is not the same as InternVL2 meta-init incompatibility." + "reason": "Different model families and different issues: MLA rms_norm_eps precision mismatch vs InternVL2 meta-init loading." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-Attention-3 training degeneration and NaNs after checkout/init are distinct failure modes with no shared concrete code path." + "reason": "Both mention training instability, but the concrete bugs differ: flash_attention_3 degeneration vs NaNs at checkout/init." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Both are model-specific regressions, but one is FineGrainedFP8 accuracy and the other is a Qwen3.5 MoE from_pretrained error." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different import surfaces." + "reason": "Different subsystems: FineGrainedFP8 accuracy vs Qwen3.5-Moe from_pretrained error." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "These are different issues: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug on Transformers 5.0." + "reason": "Different problems despite both being model-specific: FP8 accuracy regression vs Qwen3-VL-Moe bug." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Same broad SAM3 area, but different bugs: wrong model-type warning vs missing text encoder weights on load." + "reason": "Same model family, but one is a warning about model type mismatch and the other is missing text encoder weight loading; not the same bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "One is a torch.split return-value bug in GLM-MoE indexing; the other is a docstring issue for position_ids." + "reason": "Completely different: torch.split behavior in GlmMoeDsaIndexer vs a docstring issue for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Different config bugs: multimodal defaults when None vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Unrelated config bugs: Phi4Multimodal default subconfig initialization vs GPTNeoX rotary_pct reload behavior." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-related, but the symptoms and models differ: offset_mapping bug vs add_special_tokens not adding BOS/EOS." + "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is special-token insertion for mdeberta-v3." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different subsystems: CLIPVisionModel hidden_states regression vs LlamaConfig validation for explicit head_dim." + "reason": "Different code paths: CLIPVision forward hidden_states regression vs LlamaConfig head_dim validation." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 support." + "reason": "No overlap beyond being Transformers issues: missing transformers.onnx module vs Flash Attention 2 behavior on XLM-RoBERTa." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "One is a specific huggingface_hub import issue; the other is a broad post-upgrade import breakage report." + "reason": "Both concern tokenizer save/load, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Different tokenizer issues: offline cache loading regression vs wrong tokenizer decoder type in v5." + "reason": "Different import problems: one missing huggingface_hub symbol, the other a broad set of post-upgrade import errors." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "No concrete overlap beyond general library/model use; support for Flash Attention 2 is unrelated to a loading hang." + "reason": "Different failures: Flash Attention 2 with XLM-RoBERTa vs Sentence-Transformers getting stuck loading." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Different save/load failures: tokenizer offline cache loading vs quantized model saving." + "reason": "Different persistence bugs: offline tokenizer cache loading vs quantized model saving failure." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Different behavior and code paths: FP8 accuracy regression vs Qwen3.5 infinite-loop generation on a specific image." + "reason": "Different model behaviors: FP8 accuracy regression vs Qwen3_5 looping on a specific image." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Unrelated issues: missing onnx module import vs tokenizer adding an extra space after an added token." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "Both mention SAM3, but one is a wrong model-type warning and the other is memory overflow in sam3-litetext." + "reason": "Different tokenizer/module issues: missing transformers.onnx vs an added-token spacing bug." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to a sliding-window mask off-by-one bug." + "reason": "Different concerns: a tie_word_embeddings warning during LoRA fine-tuning vs a sliding-window mask off-by-one." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Same family name only; warning about sam3_tracker instantiation is not the same as memory overflow in sam3-litetext." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Both are v5-related import/runtime problems, but one is the transformers env command and the other is sentence-transformers failing on nn import." + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss behavior." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Different serialization bugs: reading position_ids after buffer registration vs tokenizer_class mismatch in tokenizer_config.json." + "reason": "Different persistence issues: reading a registered position_ids buffer vs tokenizer_class mismatch in tokenizer_config.json." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "Different attention-related issues: torch.compile with SDPA on Bamba vs AttentionInterface.register changing registered function behavior." + "reason": "Both involve attention code, but one is a torch.compile SDPA failure and the other is a behavior change in AttentionInterface.register." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same bug." + "reason": "Different roots: custom model initialization regression vs NaNs in classification heads." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "TF32 settings guidance is unrelated to a torch.split indexing bug." + "reason": "Different import/regression contexts: transformers env CLI breakage vs NameError when importing sentence-transformers." } ] }, @@ -13613,23 +13593,22 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:22355", "issue:29159", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", + "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", - "issue:43278", "issue:43408", "issue:43452", "issue:43475", @@ -13644,6 +13623,7 @@ "issue:44188", "issue:44222", "issue:44261", + "issue:44263", "issue:44295", "issue:44297", "issue:44351", @@ -13668,6 +13648,7 @@ "issue:46326" ], "soft_pairs": [ + "issue:42371|issue:44263", "issue:44117|issue:44704", "issue:44188|issue:44373", "issue:43756|issue:44060", @@ -13675,14 +13656,14 @@ "issue:42907|issue:44945", "issue:44261|issue:44373", "issue:43122|issue:44521", - "issue:43122|issue:46326", - "issue:41628|issue:45278", "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43122|issue:46326", "issue:42907|issue:43937", "issue:43976|issue:44945", - "issue:43784|issue:45600", "issue:44704|issue:45290", "issue:42907|issue:44964", + "issue:43784|issue:45600", "issue:44038|issue:44297", "issue:39401|issue:44521", "issue:43116|issue:45200", @@ -13692,235 +13673,227 @@ "issue:43408|issue:43475", "issue:43122|issue:44514", "issue:43122|issue:44779", - "issue:44038|issue:44222", "issue:42907|issue:43452", + "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:45216|issue:45478", - "issue:42757|issue:44351", "issue:22355|issue:29159", - "issue:36296|issue:43116", - "issue:43278|issue:44945" + "issue:42757|issue:44351" ], - "prepared_review_unit_hash": "fd081c6f80d7b4e35399bccc783b75d98c5a5bd0b2951964b291f78b87e52049", + "prepared_review_unit_hash": "834a060be9644a29eacc780009ed4e13f1981503368c2ee62b06856875111590", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36960, - "estimated_input_tokens": 9240, - "estimated_eval_tokens": 18736 + "soft_pair_count": 31, + "serialized_chars": 36663, + "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 highly heterogeneous: most pairs are only loosely similar by subsystem name and are not true duplicates. I would not merge any of the soft edges; the strongest item to anchor the cluster is the active multimodal chat-template bug, but it is still distinct from the rest.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44521 is the most central and active concrete bug report in this set (highest inbound references/discussion) and has a clear reproducible failure mode, so it is the best anchor if one issue must be selected.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues: import failures, tokenizer/chat-template regressions, and model-specific save/load/config bugs. The soft similarities are mostly surface-level; I don\u2019t see any pair that clearly shares the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set (post-upgrade import failures) and is the closest thing to a cluster anchor, but it still does not actually cover most of the tokenizer/model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest representative overall because it has the most user impact signals and the clearest technical reproduction; however, it does not subsume the other reports as duplicates.", + "best_issue_reason": "Issue 45278 is the most general and representative issue title in the group, with the widest overlap to the import-error subset.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different problems: TF32 settings API guidance vs a torch.split return-value issue in a specific indexer." + }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Different code paths: tokenizer mapping fallback vs AutoProcessor cached_file kwargs passthrough." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation; different code paths and symptoms." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence bug vs a docstring issue; not the same underlying problem." + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific internals: RoPE-layer dropping vs tied-weights warning for Qwen3-Next." + "reason": "Different model-specific logic bugs: RoPE layer dropping vs tied-weights warning in Qwen3-Next." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Different failures and platforms: loading hang vs MacOS bus error." + "reason": "Both are load/runtime failures, but one is Sentence-Transformers hanging and the other is a MacOS bus error for a CLIP model." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Save/dequantization bug vs incorrect output under pipeline parallelism; unrelated code paths." + "reason": "Dequantized save_pretrained failure is not the same as incorrect output under pipeline parallelism." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Layernorm epsilon precision issue vs a docstring typo; not duplicates." + "reason": "Numerical precision/config bug in MLA q_a_layernorm vs a wrong docstring for position_ids." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression vs multimodal apply_chat_template assistant-mask bug; different functionality." + "reason": "Tokenizer regression across versions is separate from multimodal assistant_mask generation in apply_chat_template." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-related, but one is version drift and the other is a mistral_common continue_final_message bug." + "reason": "Qwen3 offset_mapping bug vs a model loading failure for a different model; not the same defect." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific missing AutoImageProcessor import vs broad upgrade-time import errors; too generic to be the same bug." + "reason": "A single missing AutoImageProcessor import is not clearly the same underlying bug as a broad report of many import errors." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Qwen3 offset_mapping bug vs model-loading failure for cjvt/sleng-bert." + "reason": "Different tokenizer regressions: offset/tokenization differences vs continue_final_message handling for mistral_common tokenizers." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure vs invalid GenerationConfig; different model behavior." + "reason": "Saving dequantized Ministrals/Devstrals and GLM-5 GenerationConfig validation are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python compatibility issue vs wrong output from pipeline parallelism." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Sentence-transformers import NameError vs stale auto_mappings config references; different layers of the stack." + "reason": "Python version compatibility issue vs wrong outputs with pipeline parallelism; different layers of failure." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "cached_file kwarg forwarding vs chat-template crash with tool calls; different bugs." + "reason": "Passing kwargs to cached_file is unrelated to assistant messages with tool calls crashing in apply_chat_template." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Save/dequantization bug vs inability to load a specific multimodal model." + "reason": "Dequantized save failure is not the same as a Phi-4 multimodal loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; unrelated symptoms." + "reason": "Qwen3-VL-Moe loading/regression and tokenizer.save_pretrained class-name mismatch are different bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "offset_mapping correctness vs assistant_mask generation; separate tokenizer features." + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template behaviors." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example script returns empty multi-label results vs Gemma 4 token-type defaulting; different surfaces." + "reason": "run_classification.py multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; unrelated topics." + "reason": "DSA indexer lacking a ReLU and GLM-5 RoPE implementation are separate architecture/model concerns." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer access error; different code paths." + "reason": "Qwen3-VL-Moe bug vs a position_ids buffer access error; no shared underlying failure." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; not the same failure." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training collapse are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM 3 Video family, but different concrete defects: model-type warning vs missing attribute." + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute in encoder outputs." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer regression vs batched apply_chat_template crash with padding=False; different triggers." + "reason": "Tokenization differences across versions are separate from batched apply_chat_template crashes with padding=False." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Similar category, but model-specific tokenizer regression on different APIs/models; not one concrete bug." + "reason": "Both mention tokenizer output changes, but they concern different models and different regressions." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL-Moe behavior vs FP8 save_pretrained moe issue; different bug surfaces." + "reason": "Saving dequantized models is unrelated to gguf_file breaking from_pretrained for tokenizer/model loading." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Dequantized save bug vs gguf_file loading regression; unrelated operations." + "reason": "Qwen3-VL-Moe loading regression and FP8 save_pretrained behavior are distinct failures." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Cannot import a specific Qwen2.5-VL class vs missing HybridCache import; different missing symbols and code paths." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Same model family, but save_pretrained checkpoint corruption vs from_pretrained construction error are distinct bugs." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Missing symbol from huggingface_hub vs missing symbol from transformers; different packages." + "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module vs slow/fast tokenizer inconsistency; unrelated." + "reason": "An ONNX import error and tokenizer slow/fast inconsistency are unrelated issues." }, { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor-parallel training bug vs classification example behavior; no shared concrete code path." - }, - { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "Dtype drift in evaluation vs pipeline-parallel output corruption; different defects." + "reason": "Different missing imports from different packages/symbols; not the same underlying bug." } ] }, @@ -13939,14 +13912,15 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:22355", "issue:29127", "issue:33453", + "issue:36296", "issue:38617", "issue:39401", "issue:42175", @@ -13956,14 +13930,13 @@ "issue:43064", "issue:43066", "issue:43116", + "issue:43278", "issue:43441", "issue:43493", "issue:43611", "issue:43673", "issue:43825", - "issue:43827", "issue:43874", - "issue:43906", "issue:43937", "issue:43976", "issue:43992", @@ -13971,7 +13944,6 @@ "issue:44075", "issue:44117", "issue:44188", - "issue:44222", "issue:44355", "issue:44380", "issue:44485", @@ -13979,9 +13951,11 @@ "issue:44779", "issue:44936", "issue:44938", + "issue:44945", "issue:45072", "issue:45083", "issue:45278", + "issue:45357", "issue:45446", "issue:45478", "issue:45563", @@ -13993,6 +13967,8 @@ "issue:46328" ], "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", "issue:42175|issue:44938", "issue:43066|issue:44779", "issue:43493|issue:45753", @@ -14007,217 +13983,215 @@ "issue:43116|issue:43493", "issue:42371|issue:43874", "issue:42222|issue:43441", - "issue:44038|issue:45478", "issue:44075|issue:44936", + "issue:44038|issue:45478", "issue:43976|issue:45446", "issue:43116|issue:43825", - "issue:44222|issue:45478", + "issue:45357|issue:45478", "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:42673|issue:43906", - "issue:43827|issue:45446" + "issue:44380|issue:46077" ], - "prepared_review_unit_hash": "f8680bc7dac93d4f866a7405700b67bd50cebd48f9efc2bd2d8979d1e664c139", + "prepared_review_unit_hash": "f429a24c4f1ee3db94f85beff435dc13f401fa262b625b91e8287eb8398bc56c", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35134, - "estimated_input_tokens": 8784, - "estimated_eval_tokens": 17824 + "serialized_chars": 35679, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items form a heterogeneous set of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all candidate duplicate links should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated subsystems (tokenizers, generation, model loading, docs, training, attention, and packaging) and the soft-linked pairs are not duplicates.", + "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly around v5 regressions, tokenizers, loading, training, and model-specific bugs. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected. If a single representative issue is needed, issue 45278 is the broadest umbrella, but it is not a true duplicate target for the rest of the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster because it summarizes multiple import failures after a version upgrade, but the cluster overall is too heterogeneous to have a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global best issue exists for deduplication. If one must be used as a triage anchor, issue:43116 is among the most concrete user-facing regressions and has external references, but it should not be treated as representative of the rest.", + "best_issue_reason": "Issue 45278 is the best umbrella issue among this set, since it captures a broad release-regression/import-failure theme and is more general than the other very specific bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training state bug vs. multi-label example-script output bug; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs. wrong output under pipeline parallelism; both are training-time issues but not the same bug." + }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Different failure modes and subsystems: backend install metadata vs Python 3.14 import/load failure." + "reason": "Missing TensorFlow backend in extras vs. Python 3.14 import/load failure; unrelated failures." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is decoder type handling and the other is Deepseek output corruption; not the same bug." + "reason": "Both are tokenizer regressions, but one is a decoder-type mismatch and the other is incorrect Deepseek tokenization results; not the same concrete defect." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on a specific image." + "reason": "Different model families and different failures: SigLIP2 implementation discrepancy vs. Qwen3.5 image-driven infinite loop." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import path issue for transformers.onnx is unrelated to a LayoutLMv3 error-message clarity problem." + "reason": "Importing transformers.onnx missing vs. improving an error message for LayoutLMv3 box handling; unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "One is a missing model weight during from_pretrained, the other is AutoProcessor kwargs propagation to cached_file." + "reason": "UMT5 weight loading bug vs. AutoProcessor not forwarding kwargs to cached_file; different loading layers." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to dtype mismatches in inference CI." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage vs. dtype mismatch in bfloat16 inference; different problems." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad upgrade report, but the former is a specific missing symbol import; not enough to treat as the same bug." + "reason": "A specific missing symbol import vs. a broad collection of import errors after upgrade; same general area, but not the same bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." + "reason": "GenerationConfig validation failure vs. RoPE implementation discussion; distinct GLM-5 issues." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression in SequenceFeatureExtractor." + "reason": "torch.compile attention kernel branching bug vs. a padding performance inefficiency; not a duplicate." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Running compiled Python files and documentation parameter mismatch are unrelated." + "reason": "Compiled Python file loading error vs. documentation parameter-name mismatch; unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix and NaNs in classification heads are different defects." + "reason": "base_model_prefix loading regression vs. NaNs in classification heads after init/checkout; different failure modes." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label example-script output failure is unrelated to SigLIP2 implementation discrepancy." + "reason": "Example-script multi-label output bug vs. SigLIP2 model discrepancy; unrelated code paths." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior settings and a missing image-processor method are unrelated." + "reason": "TF32 configuration API guidance vs. missing image-patch method in GLM46V; unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Broken VitPose models and Ministral-3 FlashAttention failures are different model-specific problems." + "reason": "Different model-specific breakages: vitpose models vs. Ministral-3 FlashAttention failure." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both mention Qwen3 Moe models, but one is a v5 compatibility bug and the other is a from_pretrained error in a later release; not the same concrete issue." + "reason": "Optimizer argument handling vs. train-then-evaluate failure; different training lifecycle bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() after train() are unrelated trainer/optimizer behaviors." + "reason": "Both mention Qwen3 MoE and Transformers v5, but one is a broader compatibility complaint and the other is a from_pretrained error on a later version; not the same concrete bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check for flex_attention are different packaging/runtime issues." + "reason": "Python-version incompatibility vs. a PyTorch version-check bug in flex_attention; different version gates." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label output failure is not the same as a pipeline() error-message regression." + "reason": "Empty multi-label results in an example script vs. an incorrect pipeline error message; different concerns." }, { - "left": "issue:44222", + "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 Moe from_pretrained are opposite directions of checkpoint handling and do not match as one bug." + "reason": "save_pretrained writes wrong visual encoder keys vs. Qwen3.5 from_pretrained error; same model family but opposite paths and not the same bug." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni feature-extraction length logic is unrelated to flex_attention import/version checking." + "reason": "Qwen3 Omni-MoE feature-length helper behavior vs. flex_attention import/version check; unrelated." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache handling are separate training vs generation issues." + "reason": "Distributed training optimizer-state corruption vs. generation cache missing during chunked prefill; different subsystems." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + "reason": "Tokenizer loading regression vs. wrong offset mapping in a specific tokenizer; both tokenizer-related, but not the same defect." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure is unrelated to a stale warning about num_return_sequences." + "reason": "GenerationConfig invalid on GLM-5 vs. stale warning for num_return_sequences in paged generate; unrelated generation issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek results; too different to merge." + "reason": "Different tokenizer bugs on different models: Qwen3 offset mapping vs. Deepseek incorrect outputs." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux=None handling are unrelated." + "reason": "Tokenizer mapping returning None vs. flash_attention crash on s_aux=None; both involve None, but entirely different code paths." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention and Gemma4 bidirectional masking are different model/backend bugs." - }, - { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "The second item is only an isolated reproduction of another issue; without matching symptoms, it cannot be treated as the same bug." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Documentation updates for pipeline removals and a flex_attention version check are unrelated." + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs. Gemma4 bidirectional-attention masking bug; different model/backend logic." } ] }, @@ -14236,10 +14210,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:38617", "issue:39401", @@ -14258,6 +14232,8 @@ "issue:43582", "issue:43673", "issue:43742", + "issue:43827", + "issue:43906", "issue:43937", "issue:43986", "issue:44117", @@ -14281,7 +14257,6 @@ "issue:45362", "issue:45405", "issue:45446", - "issue:45478", "issue:45561", "issue:46002", "issue:46178", @@ -14290,248 +14265,252 @@ "issue:46328" ], "soft_pairs": [ + "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:44410|issue:45310", "issue:44117|issue:45081", "issue:45341|issue:45561", + "issue:44410|issue:45310", "issue:43122|issue:46298", - "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:43408|issue:43742", "issue:39401|issue:43421", - "issue:44877|issue:46231", "issue:42673|issue:43582", "issue:42490|issue:42673", + "issue:44877|issue:46231", "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:42371|issue:42831", - "issue:44410|issue:45478" + "issue:42371|issue:42831" ], - "prepared_review_unit_hash": "f232568f38575d9b770ffb0b6c400a98c26c0a0c0690fb40982d7d91a2ab51aa", + "prepared_review_unit_hash": "d93eec35bab5d4e47be0f67bdfe85e0f58cb84e9e839bf015db19dca36856823", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35589, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set. The only soft pair that looks plausibly like the same underlying bug is the tokenizer v5 regression pair; the rest are mostly unrelated issues that just share broad subsystem vocabulary (imports, tokenizers, configs, testing utils, etc.).", - "confidence": 0.41, - "canonical_issue_reason": "issue:43122 is the best representative of the likely duplicate theme because it describes the broad user-visible symptom of a tokenizer regression across versions, which fits the strongest soft-match pair.", + "summary": "This cluster is highly heterogeneous: most items are unrelated standalone issues spanning tokenization, model loading, imports, training, docs, and testing. I found no soft-edge pair that confidently describes the same underlying bug/change, so no duplicates should be merged here.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43122 is the broadest, most user-facing regression report in the only partially coherent subtheme (tokenization behavior changing across versions), so it is the best available representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most actionable and general issue in the set for the one likely real duplicate cluster; it captures the versioned tokenization regression more broadly than the narrower decoder-type report.", + "best_issue_reason": "Issue 43122 is the most general and actionable issue here; it captures a cross-version regression with a concrete user symptom better than the narrower or tangential reports. That said, the cluster overall does not look like a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs about removed pipeline APIs vs a flex_attention import/version-check bug; different subsystems and failures." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak in multithreaded dataloaders vs an isolated reproduction of another issue; no clear same bug." + }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both are video-related, but one is a batched-shape bug and the other is a missing-torchvision crash path; different underlying failures." + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; different code paths." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Chunked-prefill cache handling and SequenceFeatureExtractor.pad performance are unrelated code paths." + "reason": "Generation cache missing during chunked_prefill vs a SequenceFeatureExtractor.pad performance issue; unrelated behavior." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depending on device is not the same bug as NaNs in classification heads during checkout/init." + "reason": "lm_head serialization inconsistency vs NaNs in classification heads; different symptoms and likely causes." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both mention v5/loading regressions, but the concrete failures differ: unexpected init argument vs PretrainedConfig type-checking." + "reason": "init_empty_weights argument TypeError vs PreTrainedConfig type-checking regression; not the same defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 and flash-attention generation issues for Qwen3.5 are distinct model-specific problems." + "reason": "Invalid GenerationConfig for GLM-5 vs Qwen3.5 flash-attention generation failure; different model-specific bugs." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "One is a packaging/version pin issue for PEFT; the other is an import-version check bug in flex_attention." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Different models and different failures: missing projections in qwen3next vs from_pretrained error for Qwen3.5 MoE." + "reason": "PEFT minimum-version bump issue vs PyTorch version check in flex_attention import; unrelated." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is a mapping-lookup None bug and the other is a Mistral regex patch AttributeError; not the same concrete issue." + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs Mistral regex patch crash; both tokenizer-related but distinct failures." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug is not enough to merge with a specific xdist race on captured_info.txt." + "reason": "A vague testing_utils bug vs a pytest-xdist race on captured_info.txt; same area, not the same concrete bug." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Versioned tokenization regression and a noisy logging message are unrelated." + "reason": "Missing Qwen3next projections vs Qwen3.5 MoE from_pretrained error; different models and code paths." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different API removals." + "reason": "Tokenizer behavior regression vs noisy logging message; clearly unrelated." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "Testing-utils bug vs a padding performance issue are unrelated." + "reason": "testing_utils issue vs SequenceFeatureExtractor.pad inefficiency; unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Flash-attention training degeneration and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Different import errors for different symbols; same general theme, but not the same underlying bug." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "3d_parallel.py execution failure is not the same as a testing_utils bug." + "reason": "FA3 training degeneration vs Qwen3.5 save_pretrained regression; different code paths and effects." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose model breakage and tensorflow_text backend mapping are different import/backend issues." + "reason": "VitPose model breakage vs tensorflow_text backend mapping error; unrelated subsystems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure vs a testing_utils bug; no shared underlying change." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Qwen3.5 chat crash and SequenceFeatureExtractor.pad performance have no common underlying bug." + "reason": "Qwen3.5 chat crash vs audio feature padding inefficiency; unrelated." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 model-type warning and MobileLLM key error are different loading problems." + "reason": "sam3_video/sam3_tracker type warning vs MobileLLM key error; different model-loading problems." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping in Qwen3 and runtime post-processor updates for special tokens are different tokenizer bugs." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading and a documentation parameter-name mismatch are unrelated." + "reason": "Qwen3 offset_mapping bug vs runtime special-token post-processor update issue; similar domain, but distinct concrete bugs." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak in multithreaded dataloader use and an AppleSilicon TypeError are separate issues." + "reason": "Qwen3 VRAM leak vs Apple Silicon warmup TypeError; unrelated." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Trailing-slash local-model import warning and VRAM leak in threads are unrelated." + "reason": "Trailing-slash local path import warning vs Qwen3 VRAM leak; different issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech vs a docs parameter-name typo; not duplicates." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and MLA rms_norm_eps precision error are unrelated numeric/config concerns." + "reason": "TF32 API behavior vs MLA q_a_layernorm precision bug; unrelated." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A question about max_shard_size is not the same as a Qwen3.5 MoE loading error." + "reason": "Question about max_shard_size vs Qwen3.5 from_pretrained error; different topics." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and a feature-extraction fbank issue are unrelated." + "reason": "ImportError for layer_type_validation vs audio fbank extraction TypeError; unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Both are load/config related, but one is invalid generation config and the other is missing model_type; different bugs." + "reason": "GLM-5 GenerationConfig invalid vs unrecognized model/config.json issue; different model-loading failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific nonexistent import from image_utils is not enough to merge with a broad many-import-errors report." + "reason": "Specific missing import from image_utils vs broad import errors after an update; related theme but not the same bug." }, { "left": "issue:43066", "right": "issue:43122", - "accept": true, - "reason": "These look like the same tokenizer regression: a wrong decoder type in v5 plausibly explains the changed tokenization observed between 4.57.3 and 5.0." + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs changed tokenization across versions; plausible relation, but not enough evidence of one underlying defect." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are different numerical-control problems." - }, - { - "left": "issue:44410", - "right": "issue:45478", - "accept": false, - "reason": "Different Qwen3.5/Qwen3next model-loading failures, with no clear shared code-path bug." + "reason": "TF32 behavior settings vs FineGrainedFP8 accuracy issue; different numerical concerns." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the tokenizer v5 pair as a plausible duplicate cluster and treats the rest as unrelated despite superficial subsystem overlap. The chosen canonical issue and confidence level are reasonable." - }, - "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 }, @@ -14543,18 +14522,17 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:27957", - "issue:38617", "issue:41628", "issue:42175", "issue:42222", - "issue:42757", "issue:43012", + "issue:43064", "issue:43097", "issue:43335", "issue:43352", @@ -14571,6 +14549,7 @@ "issue:44117", "issue:44261", "issue:44263", + "issue:44315", "issue:44360", "issue:44410", "issue:44483", @@ -14591,12 +14570,14 @@ "issue:45588", "issue:45656", "issue:45753", + "issue:46050", "issue:46123", "issue:46172", "issue:46231", "issue:46369" ], "soft_pairs": [ + "issue:44410|issue:45478", "issue:44075|issue:45656", "issue:42222|issue:45542", "issue:44483|issue:45464", @@ -14604,15 +14585,15 @@ "issue:43012|issue:43577", "issue:42175|issue:42222", "issue:43673|issue:45341", - "issue:41628|issue:45071", "issue:44263|issue:44485", + "issue:41628|issue:45071", "issue:43874|issue:44261", "issue:45071|issue:45542", "issue:27957|issue:43352", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43931|issue:44410", "issue:44484|issue:45478", + "issue:43931|issue:44410", "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", @@ -14623,247 +14604,260 @@ "issue:43986|issue:45341", "issue:43673|issue:46123", "issue:44117|issue:44987", - "issue:43874|issue:44263", "issue:43986|issue:44484", + "issue:43874|issue:44263", "issue:45440|issue:46172", "issue:43531|issue:45341", - "issue:43986|issue:45372", "issue:44261|issue:44485", + "issue:43986|issue:45372", "issue:43097|issue:45588", - "issue:38617|issue:42757" + "issue:43097|issue:46050", + "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "04364b10713763fdc1e64f489553eb26d731732e6c08b2fd4d3fb312075465f0", + "prepared_review_unit_hash": "deff011648ea0fedc261152f10f5fa9d2f23d3a278a602b8b57334373858644a", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37013, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38232, + "estimated_input_tokens": 9558, + "estimated_eval_tokens": 19372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: the soft edges mostly connect unrelated Transformers issues that merely share broad themes (FlashAttention, model loading, imports, GLM/Qwen families). None of the candidate pairs looks like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "All candidate soft edges look like false positives: they share broad themes (flash attention, loading, dtype, training) but point to different models, different code paths, and different failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43097 is the cleanest standalone regression report here: versioned API removal, clear impact, and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45341 is the most connected node in the soft graph, but only as a weak, cross-topic hub; it is not a clean canonical for a single underlying bug.", + "best_issue_reason": "If one issue must anchor follow-up, issue:43097 is the best fit because it is specific, well-scoped, and clearly describes a user-facing breakage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different FlashAttention symptoms; one is a missing projection path, the other is an unsupported/load-time error." + }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Different optimizer bugs: one says SGD args are ignored, the other says optimizer.step() is called twice with deepspeed." + "reason": "Both concern optimizers, but one says SGD args are ignored while the other is about double optimizer steps under DeepSpeed." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Unrelated failures: broken vitpose models vs missing TensorFlow backend when only tensorboard is installed." + "reason": "Unrelated subsystems: vitpose model breakage vs TensorFlow backend installation." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both involve chat/completions, but one is a generic v1 API rejection and the other is a Qwen3.5 streaming inference failure." + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a streaming inference issue on a specific model." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Different regressions: removed tie_embeddings_and_encoder_decoder vs unexpected key with position id." + "reason": "Versioned API removal vs unexpected position-id keys; these are different regressions." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both are dtype-related, but one is a PyTorch warning during compilation and the other is a Blip2 loading dtype mismatch." + "reason": "Both involve dtype/precision, but one is a compile-time PyTorch warning and the other is a load-time float32 mismatch." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Backend installation issue vs vitpose model breakage; no shared underlying bug." + "reason": "TensorFlow packaging issue vs vitpose model breakage; no shared bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache regression during chunked prefill is unrelated to a testing_utils bug." + "reason": "Generation cache bug vs testing_utils bug; unrelated code paths." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking in v5.4.0." + "reason": "GLM-related, but DSA indexer split behavior and RoPE implementation are different failures." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "GLM-5 DSA indexer split behavior and RoPE implementation are different code-path problems." + "reason": "Import/export issue for AutoImageProcessor vs PretrainedConfig type checking; unrelated." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Multimodal token counting bug vs MLA q_a_layernorm epsilon/precision bug; different components." + "reason": "Different multimodal components with different missing fields/methods." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to missing TensorFlow backend handling." + "reason": "PretrainedConfig typing regression is unrelated to tensorboard/TF backend installation." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they concern different models and different support issues." + "reason": "Both are FlashAttention-2 complaints, but they concern different models and likely different support gaps." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Unrelated GLM DSA indexer issue vs DeepSeek-V4 transpose/dtype bug." + "reason": "Different DeepSeek/GLM code paths; no shared underlying bug." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "DSA indexer ReLU omission and DeepSeek-V4 tensor transpose are different bugs." + "reason": "DSA indexer activation bug vs DeepSeek transpose bug; unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different Qwen model-loading failures: weight shape mismatch vs missing projections in layer 0." + "reason": "Save-pretrained sharding policy vs Qwen3.5 MoE loading; no overlap." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Shard-size question is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Both are Qwen-family load issues, but one is a shape mismatch and the other is a missing projection layer." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "FlashAttention failure on Ministral-3 is not the same as degenerate training with flash_attention_3." + "reason": "Different FlashAttention problems on different models; not the same bug." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight-shape mismatch and the other is a different model-family loading bug." + "reason": "Qwen3-VL shape mismatch vs a broader Qwen3-VL-Moe issue; too different to merge." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed config API and gguf_file loading breakage are different issues." + "reason": "Encoder-decoder embedding tie removal vs gguf_file loading regression; unrelated." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers config bug vs a type-checking regression; different areas." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a testing_utils bug." + "reason": "Modeling_utils sys.modules access vs testing_utils; unrelated." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Missing image_utils import and a documentation parameter-name mismatch are not the same bug." + "reason": "Image utils import exposure vs documentation parameter naming; unrelated." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are different runtime failures." + "reason": "Specific image loop bug vs memory overflow in a different model; different symptoms and models." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to testing_utils." + "reason": "Video-model dependency crash vs testing_utils bug; unrelated." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked_prefill and MaskGenerationPipeline final-batch dropping results are different problems." + "reason": "Chunked-prefill cache bug vs partial-batch mask pipeline bug; unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling and loading physical-intelligence/fast are not clearly the same underlying defect." + "reason": "Tokenizer mapping None handling vs a specific model-loading failure; too speculative to merge." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Same broad GLM area, but different components and failure modes; not a duplicate." + "reason": "Video-model dependency crash vs save_pretrained shard-size question; unrelated." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "AutoProcessor crash without torchvision is unrelated to max_shard_size behavior." + "reason": "Image patch counting vs torch.split return handling; different components." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is distinct from the DeepSeek-V4 comb transpose bug." + "reason": "Different DeepSeek versions and different code paths; not the same underlying issue." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and testing_utils are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm eps config vs RoPE implementation; different model internals." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision for video processors and missing ReasoningEffort import for Gemma 4 are different import/runtime issues." + "reason": "Video processor dependency crash vs ReasoningEffort import error; unrelated." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both mention GLM-5-ish model internals, but the root causes are different: RMS norm epsilon vs RoPE implementation." + "reason": "Embedding tie removal vs flash_attention sink-less crash; different subsystems." }, { "left": "issue:43097", - "right": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Config deprecation/removal and flash_attention sink-less-model AttributeError are unrelated." + "reason": "Embedding tie removal vs quantized model save/load corruption; unrelated." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols in different packages and different code paths." + "reason": "FSDP/PEFT optimizer state bug vs Liger kernel application bug; different training paths." } ] }, @@ -14882,13 +14876,13 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ - "issue:36683", "issue:38617", + "issue:42757", "issue:42890", "issue:42907", "issue:43012", @@ -14899,7 +14893,6 @@ "issue:43352", "issue:43502", "issue:43550", - "issue:43582", "issue:43824", "issue:43825", "issue:43873", @@ -14912,7 +14905,7 @@ "issue:44077", "issue:44117", "issue:44162", - "issue:44315", + "issue:44222", "issue:44351", "issue:44368", "issue:44380", @@ -14924,11 +14917,11 @@ "issue:44938", "issue:45103", "issue:45375", + "issue:45478", "issue:45479", "issue:45584", "issue:45712", "issue:45753", - "issue:46050", "issue:46132", "issue:46172", "issue:46178", @@ -14937,27 +14930,26 @@ "issue:46421" ], "soft_pairs": [ - "issue:43064|issue:44315", - "issue:43097|issue:46050", + "issue:38617|issue:42757", "issue:43502|issue:43992", - "issue:44410|issue:45375", - "issue:44038|issue:44410", "issue:42890|issue:46298", + "issue:44410|issue:45375", "issue:44062|issue:44117", + "issue:44038|issue:44410", "issue:38617|issue:44351", "issue:43097|issue:43873", "issue:44936|issue:46365", "issue:44704|issue:45103", - "issue:43824|issue:43986", - "issue:43986|issue:44117", "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:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", + "issue:43825|issue:44655", "issue:42907|issue:44655", "issue:43012|issue:44368", "issue:42907|issue:45753", @@ -14970,240 +14962,228 @@ "issue:44380|issue:45479", "issue:44077|issue:46365", "issue:43064|issue:44380", - "issue:36683|issue:43582" + "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "1c72952b432b20a89b867488f71f3f46b3e8b71823ebf0cccf98509b6dd8cbeb", + "prepared_review_unit_hash": "1c88ab08286e9e828ab23022810778d7f3d0183cd491a534bde506cd26b1640f", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37771, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug or change. The set is a grab bag of unrelated issues across imports, model configs, training, attention backends, and logging, so there is no duplicate cluster to collapse.", + "summary": "The cluster is mostly heterogeneous: import/export regressions, model-family-specific bugs, save/load issues, warning cleanup, and trainer/runtime problems. None of the soft pairs are close enough to be treated as the same underlying bug or a mergeable single PR.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items are not duplicates of one another and do not share a common concrete bug.", + "canonical_issue_reason": "Issue 43873 is the strongest representative by activity and breadth, but the cluster is not truly coherent; it only fits the quantization/offloading subtopic, not the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication; none of these issues can stand in for the others as the same underlying report.", + "best_issue_reason": "Issue 43873 has the richest discussion and inbound references, making it the best available anchor, though it is not a good duplicate target for most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Different problems: FSDP2/PEFT optimizer state corruption vs. Liger Kernel not applied with model_init." - }, - { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different bugs: removed tie_embeddings_and_encoder_decoder API vs. quantized model save/load regression." + "reason": "Different missing imports from different modules; unrelated regressions." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Unrelated: local_files_only still making requests vs. UMT5Encoder missing embed_tokens.weight." + "reason": "One is a local_files_only network-leak bug, the other is a missing weight on UMT5 load." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Both are Qwen-related, but one is missing projections and the other is a dropped config field; not the same bug." + "reason": "Test flakiness from missing seed vs a noisy logging message; not the same bug." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different Qwen issues with different symptoms and code paths; not mergeable as one fix." + "reason": "Both are Qwen-family issues, but they describe different config/model failures in different code paths." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Seed-related test flakiness vs. noisy logging; no shared underlying defect." + "reason": "Tokenizer AddedToken argument error vs tokenizer mapping None handling; distinct failures." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Both tokenizer-adjacent, but one is AddedToken argument collision and the other is TOKENIZER_MAPPING_NAMES returning None." + "reason": "Different Qwen model bugs; one is a v5 VL-Moe failure, the other missing projections in qwen3next." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are import errors, but for different symbols and likely different fixes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed config API vs. quantization offloading behavior; unrelated." + "reason": "Tie-embeddings API removal vs quantization/offloading behavior; unrelated." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "trainer.evaluate() failure after training is unrelated to importing Trainer with datasets installed." + "reason": "Trainer.evaluate failure after train is unrelated to importing Trainer with datasets installed." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Cached-file kwargs propagation vs. auto_docstring crash under future annotations; different subsystems." + "reason": "AutoProcessor kwargs forwarding bug vs auto-docstring annotation crash; different subsystems." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Importing a specific Qwen VL class vs. AutoProcessor crashing without torchvision; not the same bug." + "reason": "GPT2 attention scaling with SDPA/FlashAttention vs cache lazy init recompilation; not the same issue." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Vision-model/torchvision import issue vs. tokenizer mapping None; unrelated." + "reason": "Video-model AutoProcessor crash without torchvision vs tokenizer mapping None handling." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43824", + "right": "issue:43986", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention vs. cache lazy init recompilation with chunked prefill; different code paths." + "reason": "Missing Qwen2.5-VL export vs torchvision-dependent AutoProcessor crash; distinct root causes." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure vs. backend mapping error for tensorflow_text." + "reason": "Python 3.14 load failure vs unsupported tensorflow_text backend mapping; different environment/backend problems." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs. a separate isolated reproduction issue; no evidence they are the same defect." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight vs. 50GB shard-size default question; unrelated." + "reason": "Missing embed_tokens.weight on load vs max_shard_size behavior in save_pretrained." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers vs. Bamba torch.compile SDPA failure; different models and failures." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Pipeline translation warning text vs. inability to save Pipeline objects; different bugs." + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; unrelated model bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compile warning on bfloat16 vs. a concrete compile failure on Bamba SDPA; not the same issue." + "reason": "bfloat16 precision warning vs compile-time SDPA failure; different code paths." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Leftover dummy classes vs. noisy logging message; unrelated maintenance issues." + "reason": "Leftover dummy classes vs a noisy log message; no shared bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task error message vs saving Pipeline objects; same area but not the same defect." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model save failure vs. pipeline save_pretrained failure; same broad API, different concrete bugs." + "reason": "Dequantized model save failure vs pipeline save_pretrained failure; different object types and failures." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Different warnings with different causes: PyTorch bfloat16 compile warning vs. tie_word_embeddings config warning." + "reason": "Unwanted PyTorch warning on compile vs tie_word_embeddings warning in a fine-tuning workflow; not the same bug." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models vs. Qwen3_5 infinite loop on a specific image; unrelated." + "reason": "Save failure for dequantized models vs infinite loop on a specific image; unrelated." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed embeddings-tie API vs. noisy logging; no overlap in bug." + "reason": "API removal complaint vs noisy logging; unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention unsupported for one model vs. GPT2 attention scaling ignored under backends; different concrete problems." + "reason": "FlashAttention 2 unsupported for Nemotron vs GPT2 attention scaling ignored under SDPA/FlashAttention; different model/backend problems." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model-specific Flash Attention limitation vs. Python version compatibility regression; unrelated." + "reason": "Model/backend support issue vs Python-version compatibility failure; unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage vs. deepseek-v4 tensor transpose bug; different code paths." + "reason": "ESM2 breakage vs deepseek-v4 tensor transpose bug; different models and code paths." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure vs. Trainer import conflict with datasets; unrelated." + "reason": "Whisper empty-transcription generation bug vs Trainer import conflict with datasets; unrelated." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "Attention backend scaling bug vs. AttentionInterface.register behavior change; different APIs and symptoms." + "reason": "GPT2 backend-specific config bug vs AttentionInterface.register behavior change; different functionality." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling issue vs. degenerate zero-loss classification bug; unrelated." + "reason": "Attention scaling ignored and zero-loss classification are unrelated bugs." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init policy issue vs. Trainer import conflict; no shared underlying bug." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Training optimizer-state corruption vs. GPT2 attention scaling under SDPA/FlashAttention; different subsystems." + "reason": "patchtsmixer post_init validation vs Trainer import conflict; unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Gemma3Config missing vocab_size vs. Apple Silicon TypeError in caching_allocator_warmup; unrelated." + "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error; same family, but not enough evidence of the same concrete bug." } ] }, @@ -15222,10 +15202,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:36010", "issue:36683", @@ -15241,8 +15221,8 @@ "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", + "issue:43582", "issue:43611", "issue:43618", "issue:43756", @@ -15277,6 +15257,7 @@ "issue:46365" ], "soft_pairs": [ + "issue:36683|issue:43582", "issue:44483|issue:44514", "issue:42175|issue:46365", "issue:43208|issue:43526", @@ -15291,13 +15272,13 @@ "issue:43618|issue:43761", "issue:44483|issue:45290", "issue:43299|issue:43867", - "issue:43066|issue:46209", "issue:44625|issue:46365", + "issue:43066|issue:46209", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:43756|issue:44485", - "issue:43901|issue:44655", "issue:45276|issue:46077", + "issue:43901|issue:44655", "issue:36010|issue:42757", "issue:43352|issue:43937", "issue:43611|issue:44655", @@ -15306,237 +15287,222 @@ "issue:43976|issue:44938", "issue:44625|issue:46077", "issue:43352|issue:45593", - "issue:46077|issue:46082", - "issue:36683|issue:43525", - "issue:43618|issue:45216", - "issue:36683|issue:44625" + "issue:46077|issue:46082" ], - "prepared_review_unit_hash": "096fd27dff3d635b19d559d26b1b31b3be1d9e97ced6c12698617123d77606ed", + "prepared_review_unit_hash": "a5a1a576b4a1e5dd1ae08e73d7acecbf2bdd99e7a4bca4e3a38c34b7c6452552", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37132, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "soft_pair_count": 31, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: the items are mostly unrelated Transformers issues that only share superficial wording (imports, save/load, config attributes, model-family regressions, warnings, etc.). None of the soft edges looks like the same underlying defect, so no duplicates should be merged here.", + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions, import errors, model-specific bugs, and doc/backend issues. I found no pair that clearly shares the same underlying fix, so I would not consolidate them.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster because the issues span many distinct bugs and code paths rather than one underlying problem.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: any choice would be arbitrary because the cluster is heterogeneous and not centered on one concrete bug.", + "best_issue_reason": "No single issue is a good canonical representative because the cluster spans many unrelated topics; the safest choice is to keep them separate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config vocab_size missing vs Apple Silicon allocator warmup TypeError are unrelated bugs in different code paths." + }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Different layers and failures: chat/completions request validation vs batched `apply_chat_template` padding crash." + "reason": "One is a chat completions API request rejection, the other is a chat template crash on batched input; different failures and fixes." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Unrelated dependency problems: torch-only install missing TensorFlow backend vs Trainer import conflict with datasets." + "reason": "Packaging backend selection and Trainer import conflicts with datasets are separate dependency issues." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Different subsystems and models: xLSTM training bugs vs BeitImageProcessorFast label reduction behavior." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated model/component bugs." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A model path warning is unrelated to a bfloat16 compilation precision warning." + "reason": "A local-path import warning and a bfloat16 compilation warning are different warnings with different causes." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Different issues: PyTorch warning during compile vs flex_attention compilation failure on newer torch." + "reason": "PyTorch precision warning and compiled flex_attention failure are not the same bug or code path." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Import error for a utility symbol is not the same as unwanted network requests when `local_files_only=True`." + "reason": "An import error for layer_type_validation and unwanted network requests under local_files_only are unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different packages/modules." + "reason": "Both are import errors, but for different symbols from different packages and different fixes." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "CI breakage from stale auto-mappings is unrelated to a noisy logging message." + "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying issue." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Different model families and feature gaps: Qwen3-VL-Moe bug vs FP8 inference support request." + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Save/load custom-module misresolution is unrelated to a DeepSeek tensor transpose bug." + "reason": "save_pretrained/from_pretrained custom module mismatch and a DeepSeek-v4 tensor transpose issue are unrelated." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP attentions missing and GPT2 attention scaling ignored are different code paths and symptoms." + "reason": "Missing CLIPOutput attentions and GPT2 attention scaling ignored under SDPA/FlashAttention are separate attention-path bugs." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Same broad model family, but not the same concrete bug: missing `attentions` vs missing `hidden_states`." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; distinct outputs and likely distinct fixes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "API request rejection and chat-template tool-call crash are separate failures at different layers." + "reason": "Chat completions request handling and apply_chat_template tokenization crash are different layers of the stack." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different loading failures: Qwen3VL-Moe regression vs state_dict sorting causing load errors." + "reason": "Qwen3.5 save_pretrained corruption and a sorted-state_dict load error are both serialization-related but not clearly the same bug." }, { - "left": "issue:43066", - "right": "issue:46209", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 num_labels propagation and Trainer import resolution are unrelated." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 config propagation bug has nothing to do with Trainer import resolution." + "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are completely different problems." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Different missing attributes on different model objects; not the same bug." + "reason": "Gemma3 vocab_size missing and Sam3 video output missing fpn_position_embeddings are unrelated attribute errors." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model saving and the other is pipeline serialization; different code paths." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save paths and likely different bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "RoPE layer-count issue in Smollm3 is unrelated to GLM-5 RoPE discussion." + "reason": "RoPE layer dropping in Smollm3 and GLM-5 RoPE implementation concerns are model-specific and not the same concrete change." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Documentation mismatch for `return_all_scores` is unrelated to pipeline `save_pretrained` failure." + "reason": "Gemma4 embedding resize propagation and Gemma4 attention-mask construction are separate bugs in the same model family." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Gemma4 embedding resize and Gemma4 attention-mask construction are different bugs." + "reason": "Pipeline docs mentioning return_all_scores and pipeline persistence failure are unrelated." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages and different symbols." + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated import breakages from different modules." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support limitation and invalid `GenerationConfig` are unrelated problems." + "reason": "FlashAttention 2 support missing for NemotronHForCausalLM and invalid GLM-5 GenerationConfig are different model/runtime issues." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading regression is a different serialization path than pipeline save_pretrained." + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different code paths." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3Config missing `vocab_size` and patchtsmixer `post_init` validation are unrelated config issues." + "reason": "Gemma3 config attribute error and patchtsmixer post_init validation are unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State_dict-sorting load error and Qwen3.5 checkpoint save corruption are different load/save regressions." + "reason": "A load failure with sorted state_dict and a Qwen3.5 save_pretrained regression are both serialization-related but not clearly the same bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "These are different Python-version compatibility problems, not the same failure." + "reason": "Python version compatibility failures on different versions are not the same underlying issue." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 `num_labels` propagation and Gemma4 bidirectional attention are unrelated config bugs." + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "FlashAttention support and D-FINE auxiliary-loss behavior are different model-specific issues." + "reason": "FlashAttention support in NemotronHForCausalLM and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask construction is unrelated to LlamaConfig head_dim validation." - }, - { - "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Missing `vocab_size` on Gemma3Config and missing `pad_token_id` on Llama4Config are different attribute regressions." - }, - { - "left": "issue:43618", - "right": "issue:45216", - "accept": false, - "reason": "CLIP output-field regression and Qwen3.5 checkpoint-save regression are unrelated." - }, - { - "left": "issue:36683", - "right": "issue:44625", - "accept": false, - "reason": "Different config propagation bugs on different models; not the same issue." + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are different model/config issues." } ] }, @@ -15555,10 +15521,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:28282", "issue:33453", @@ -15570,8 +15536,8 @@ "issue:43064", "issue:43065", "issue:43502", + "issue:43525", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", "issue:43867", @@ -15586,15 +15552,16 @@ "issue:44355", "issue:44360", "issue:44387", - "issue:44485", "issue:44492", "issue:44556", + "issue:44625", "issue:44855", "issue:44857", "issue:44938", "issue:44964", "issue:45071", "issue:45125", + "issue:45216", "issue:45278", "issue:45310", "issue:45357", @@ -15604,12 +15571,14 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", "issue:46365" ], "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:43010|issue:45278", @@ -15638,233 +15607,237 @@ "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:43010|issue:43065" ], - "prepared_review_unit_hash": "4b504f47a79a1f846a758bef3bc8b9144d374b6019cd86b24040d2c4972ef342", + "prepared_review_unit_hash": "b97d84826f76645dddbc4757c6e60766e20ccc64073e74d982cd592d3984518f", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36443, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "soft_pair_count": 32, + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is still mostly heterogeneous, but it contains two real duplicate-like mini-clusters: the import-performance pair (41669/44246) and the near-identical Qwen3.5 MoE `from_pretrained` pair (45310/45478). Most other pairs remain different bugs or different code paths.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44246 is the clearest anchor for the import-performance duplicate pair with 41669; the Qwen3.5 reports form a separate near-identical pair rather than changing that canonical choice.", + "summary": "Most items are distinct regression reports across different models, configs, and runtime paths. Only the import-performance pair looks like the same underlying issue; the rest should stay separate.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 44246 is the best representative bug report: it is broad, user-facing, and matches the import-time regression theme better than the more implementation-specific 41669.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is still the best global representative for the heterogeneous cluster because it captures the broad \"many import errors after upgrade\" theme without implying the whole packet is one duplicate chain.", + "best_issue_reason": "Issue 44246 is the strongest standalone issue in the set because it describes the general user symptom ('import transformers takes long sometimes') with the broadest impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they affect different models and different fields, so they are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is about CLIPOutput attentions, the other about Qwen3.5 save_pretrained checkpoint keys; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config attributes, but one is missing vocab_size and the other is num_labels propagation; not a duplicate." + }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are model-loading complaints, but they hit different models and different failures: missing checkpoint key vs Qwen3.5 from_pretrained error." + "reason": "Different models and different load failures; both are from_pretrained-related, but not the same concrete bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated bugs." + "reason": "Optimizer/FSDP state issues and a cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/layer no_grad decoration is unrelated to the broad import-error regression after upgrade." + "reason": "One is a no_grad decoration request, the other is a broad import regression after upgrade; no shared concrete bug." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer SGD args being ignored is unrelated to an import-time failure caused by datasets interaction." + "reason": "SGD argument handling and importing Trainer with datasets installed are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both mention loading/import problems, but the roots differ: compiled-file errors vs a Python 3.13 `torch.jit.script` parse issue." + "reason": "Both are import-time failures, but one is about compiled Python files and the other is a torch.jit parsing issue on a specific model." }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "A state_dict ordering load error and a Gemma pipeline roundtrip issue are different code paths and symptoms." + "reason": "State-dict ordering/load failure and Gemma pipeline roundtrip token issues are different problems." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Generic load failure and missing Qwen3.5 vision config field are different bugs." + "reason": "Different Qwen/Gemma-related serialization issues with different missing fields and failure modes." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import failure and `PretrainedConfig` type-checking breakage are distinct regressions." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are not the same underlying bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing `vocab_size` is unrelated to the FSDP2/PEFT optimizer-state issue." + "reason": "Missing config attributes in a model config and FSDP2 optimizer-state corruption are unrelated." }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "These describe the same import-performance problem: 44246 reports slow imports, and 41669 identifies the import-* cause and fix direction." + "reason": "Both describe the same import-time performance regression; 41669 points to the likely root cause of the slow 'import transformers' symptom." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "A flaky test due to missing `set_seed` is unrelated to an xdist race on `captured_info.txt`." + "reason": "A flaky SamHQ integration test and an xdist race in patched testing utils are different test failures." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Cache update no_grad behavior and a vague \"many models break\" complaint are not the same concrete bug." + "reason": "A specific no_grad/decorator request is not the same as a broad 'breaks too many models' complaint." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Both are loading errors, but they concern different model paths and different missing keys/error surfaces." + "reason": "Same general area (Qwen3.5 load), but different missing-key failures on different models/paths." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Load failure from sorted `state_dict` and incorrect visual-encoder keys on save_pretrained are different directions and different bugs." + "reason": "Both involve save/load regressions, but the affected keys and model structures are different." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad behavior and Python-version compatibility are unrelated." + "reason": "No_grad/cache update behavior and Python-version compatibility are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and tensor-parallel OOM while loading a specific model are not the same concrete issue." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM for a specific model." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment and `patchtsmixer` post_init validity are unrelated model-specific regressions." + "reason": "CLIPOutput attention fields and patchtsmixer post_init are unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel missing PyTorch and tokenizer-loading regression are different startup failures." + "reason": "Torch dependency import error and tokenizer-loading regression are different failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP internals, but one is missing attentions assignment while the other is an inconsistent `.text_model` structure change." + "reason": "Different CLIP structure changes affecting different classes and fields." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP attentions and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP/CUDA crash are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "A missing ReLU in a discussion issue and a DeepSeekV3 implementation divergence are not the same bug." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "`local_files_only` still making network requests and `AddedToken` special-argument duplication are different tokenizer/loading issues." + "reason": "Local-files-only API requests and AddedToken keyword conflicts are unrelated tokenizer/loading issues." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "A flaky SamHQ test and a Phi-4 multimodal loading regression do not share the same underlying cause." + "reason": "SamHQ test seeding flakiness and Phi-4 multimodal loading are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed-related test flakiness and a stale device-override CI failure are unrelated test bugs." + "reason": "Test seed flakiness and GraniteSpeech device-override CI failure are different test bugs." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Missing `set_seed` in SamHQ tests and stale auto_mappings references are unrelated CI issues." + "reason": "SamHQ test instability and stale auto_mappings references are unrelated." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but one is tokenizer-specific and the other is checkpoint reload compatibility; too different to merge." + "reason": "Both are loading regressions after v5, but one is tokenizer.from_pretrained and the other is checkpoint reload compatibility; too broad to merge." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "CUDA reserved-memory/OOM under int4 quantization is unrelated to reloading a v4.57 checkpoint on v5.2/v5.3." + "reason": "Int4 quantization OOM and checkpoint reload failure are different problems." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained behavior for MoE and missing tensor-parallel plan for Qwen3_5MoeForConditionalGeneration are different problems." + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are different code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad behavior and a dummy Conv2d in Sam3PixelDecoder are unrelated." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are separate issues." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Network access despite `local_files_only` and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Cache/layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary overstates the uniqueness of the import-performance pair. The packet also contains a near-identical duplicate-like pair: issue:45310 and issue:45478 have the same Qwen3.5 MoE from_pretrained error title and are much closer to a true duplicate than several pairs the analyst discussed. Because the conclusion says there is only one strong duplicate-like pair, it is not fully grounded in the packet. The rest of the soft-edge rejections are mostly conservative, but the top-line assessment needs to acknowledge the Qwen3.5 pair." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, issue:41669 with issue:44246, is a plausible same regression family (import-time slowdown). The rest are reasonably kept separate given their distinct model paths, failure modes, or runtime contexts." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15877,10 +15850,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:27957", "issue:30333", @@ -15926,11 +15899,14 @@ "issue:45375", "issue:45468", "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43502|issue:44485", "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:44355|issue:44749", @@ -15966,248 +15942,257 @@ "issue:43673|issue:44492", "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "00f055722ccebd186cb87224690320796d0da482f77157f0ccdb52f47e2194c5", + "prepared_review_unit_hash": "fb37283afa56ef5728214050fcb562fc2c2ca68e3f7ea37216945a878c4ab1a0", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36523, - "estimated_input_tokens": 9131, - "estimated_eval_tokens": 18518 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37695, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the paired items are largely different bugs, with only one pair plausibly describing the same Qwen3.5 MoE loading regression. The broader set trends toward v5 regressions, import/load failures, and model-specific breakages, but not one clean duplicate group.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 43576 is the broadest representative of the cluster\u2019s v5 regression theme, but this is not a clean duplicate umbrella because most items are unrelated or only loosely similar.", + "summary": "This cluster is highly heterogeneous: it mixes v5 regressions, import failures, model-loading bugs, docs issues, and performance complaints. I don\u2019t see any soft pair that clearly describes the same underlying bug or change, so I\u2019d keep them separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:42548 is the most central high-impact regression here: a core API import failure involving `PreTrainedModel`, which is broader and more representative than the specialized model/config or docs items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the best single issue to represent the cluster because it is a user-visible v5 breakage with some external references and sits near the center of the version-regression theme.", + "best_issue_reason": "issue:42548 is the best single representative for this mixed cluster because it is a concrete, foundational import break with broad downstream impact and clear triage value.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different subsystems and symptoms: a broken `transformers env` command vs altered `AttentionInterface.register` behavior." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: offline/local file fetching vs GLM-5 RoPE implementation." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different symbols and likely different export paths; not enough evidence of the same bug." + "reason": "Both are import errors, but they concern different symbols and likely different code paths (`PreTrainedModel` vs `HybridCache`)." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE loading path in v5.4.x; the from_pretrained error plausibly comes from the missing tensor-parallel plan regression." + "accept": false, + "reason": "Same model family, but one is specifically about missing `_tp_plan` for tensor parallelism while the other is a generic `from_pretrained` failure; not enough to treat as the same bug." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Different surfaces: one is compiled Python file errors, the other is a slowdown after upgrade." + "reason": "Completely different problems: compiled Python file failures vs performance regression after upgrade." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failure vs tokenizer loading regression; unrelated bugs." + "reason": "Different areas: MLFlow reporting on failed jobs vs tokenizer loading regression." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 MoE related, but one is _tp_plan/tensor parallelism and the other is a missing config field; different bugs." + "reason": "Both involve Qwen3.5 Moe, but one is tensor-parallel plan handling and the other is a config field being dropped; distinct changes." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both touch generation/caching, but one is about no_grad decoration and the other is about update_model_kwargs_for_generation after sync_gpus." + "reason": "Both are generation/cache-related, but one is about `@torch.no_grad` decoration and the other is about `_update_model_kwargs_for_generation` after `sync_gpus`; not the same concrete bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage vs FP8 save_pretrained for MoE; different code paths." + "reason": "Offline download behavior and FP8 save/pretrained issues are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hang vs documentation confusion; not the same underlying problem." + "reason": "Stuck model loading vs documentation confusion; different issue types and scopes." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related load failures, but one is Qwen3VL MoE specific and the other is generic checkpoint reload after upgrade." + "reason": "Both are loading regressions, but they affect different model/version combinations and do not clearly share a code-path." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Network access bug vs an unrelated issue with no clear shared code path." + "reason": "No meaningful overlap; local-files-only networking bug vs an unrelated placeholder issue." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Different multimodal/FP8 bugs with different model components and failure modes." + "reason": "Different failures: FineGrainedFP8 accuracy issue vs missing image-processor method." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow job reporting vs tensor parallel training bug; unrelated." + "reason": "MLFlow reporting bug and tensor-parallel training bug are unrelated." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type checking regression; different failures." + "reason": "Compiled-file loading errors and `PretrainedConfig` type-checking regression are different issues." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() vs an unrelated issue with no evidence of the same bug." + "reason": "Docs referencing removed `pipeline()` API vs unrelated placeholder issue." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors vs save_pretrained on Pipeline objects; different issues." + "reason": "Different failure modes: compiled Python file errors vs pipeline `save_pretrained` support." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression vs model loading breakage for a specific vision model; not the same bug." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are related only at a very broad level, not the same bug." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application issue vs a DSA indexer discussion; unrelated." + "reason": "Liger Kernel application issue and DSA indexer discussion are unrelated." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer loading regression; different areas." + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer-loading regression are different problems." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing import from huggingface_hub vs broken transformers env command; too different to merge." + "reason": "Import error from `huggingface_hub` and broken `transformers env` are distinct issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command breakage vs PretrainedConfig type-checking regression; different code paths." + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type checking." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "env command breakage vs Qwen2_5_VL import error; only broad v5 similarity, not the same bug." + "reason": "Different failures: broken env command vs missing Qwen2.5-VL model class import." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + "reason": "Documentation confusion about `forward` args vs missing `layer_type_validation` import." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No meaningful evidence tying these together; different model/features." + "reason": "No duplicate signal: placeholder issue vs Gemma-4 audio positional-encoding bug." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command vs Python 3.14 load failure; different symptoms and likely different fixes." + "reason": "Broken CLI command and Python 3.14 load failure are different regression reports." }, { "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": "Same broad FP8/Moe area, but one is about saving pretrained weights and the other is about inference support; not the same concrete change." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs unrelated issue; no shared bug surface." + "reason": "GLM-5 RoPE implementation issue and placeholder issue are unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated item; not the same problem." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention interface usage; not the same fix." + "reason": "Related RoFormer area, but one is about missing `**kwargs` propagation and the other about attention-interface usage; not clearly the same bug." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are top-level import errors, but for different symbols and likely different export failures." + "reason": "Both are import errors, but they target different public symbols and likely different fixes." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug vs pipeline docs mismatch; unrelated." + "reason": "Tensor-parallel training bug and docs mentioning `return_all_scores` are unrelated." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init vs FP8 inference on B200; different hardware/model issues." + "reason": "Liger Kernel/model-init issue vs FP8 inference on B200; different code paths." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training vs BeitImageProcessorFast reduce_labels bug; different components." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing vs a cache-strategies typo; one is a functional bug, the other appears to be wording/metadata." + "reason": "Runtime cache-missing regression vs a typo in cache strategies; not the same underlying bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Processor.save_pretrained missing files vs a generic bug report with no concrete shared code path." + "reason": "Specific processor `save_pretrained` file-missing bug vs a generic bug report placeholder." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is cautious and broadly grounded in the packet: it treats the cluster as noisy, avoids claiming a clean umbrella duplicate set, and the selected representative issue is supported by the v5 breakage wording and inbound references. The one accepted soft edge is also reasonably conservative because both issues concern Qwen3.5 MoE loading in v5.4.x, with no stronger claim than plausibility." - }, - "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 }, @@ -16219,10 +16204,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:31795", "issue:33453", @@ -16283,8 +16268,8 @@ "issue:43576|issue:44556", "issue:44393|issue:45753", "issue:43525|issue:45850", - "issue:44556|issue:45092", "issue:41669|issue:43673", + "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:45278|issue:45850", @@ -16317,232 +16302,232 @@ "issue:44273|issue:44908", "issue:43576|issue:46218" ], - "prepared_review_unit_hash": "2b625651b199ddfea947f413d8a99bc239f3d529e0ee8f5f2c20f9edc4f1c8ac", + "prepared_review_unit_hash": "e9f972fdb0ca00d78a0582deadb097709c98af9e6f3a6365986560231ade560c", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39683, - "estimated_input_tokens": 9921, - "estimated_eval_tokens": 20098 + "serialized_chars": 39678, + "estimated_input_tokens": 9920, + "estimated_eval_tokens": 20096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate v5 regressions, model-specific compatibility bugs, or documentation/performance issues. I did not find any soft pair that looks like the same underlying bug/change, so I rejected all soft edges.", - "confidence": 0.84, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: most items are unrelated v5 regressions, model-specific bugs, import/load failures, or docs/test issues. No pull requests are present, and none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the closest thing to a cluster anchor because it captures a broad post-upgrade regression pattern, but the overall set is too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella for the many v5 breakage reports, but it is too vague to serve as a true canonical duplicate target.", + "best_issue_reason": "45278 is the most usable issue anchor among the group: broad, concrete, and aligned with several upgrade-regression complaints, though still not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Different problem scope: a Qwen3.5 chat crash vs a generic 'v5 breaks too many models' complaint." + "reason": "Different scope: a specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading behavior and a TensorFlow backend import error are unrelated symptoms and code paths." + "reason": "Lazy loading problems and a TensorFlow backend/import issue are different failures." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to a DeepSeek weight-conversion question." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen models, but one is a general v5/Qwen3-VL-Moe bug and the other is a missing tensor-parallel plan for a specific class." + "reason": "Qwen3-VL-Moe regression and missing _tp_plan for Qwen3.5 MoE are different code-path issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL bounding-box output bug is not the same as a PretrainedConfig type-checking regression." + "reason": "A Qwen3-VL hallucination/error and a PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading not working and unsafe sys.modules access are different internal issues." + "reason": "Lazy loading is not the same as unsafe sys.modules access / import-time behavior in modeling_utils." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "A broken env command is not the same as checkpoint reload incompatibility after a version upgrade." + "reason": "Broken `transformers env` command and checkpoint reload incompatibility are distinct issues." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen vision models, but the reported failures are different concrete bugs." + "reason": "Different model-specific bugs: Qwen3-VL bbox output vs Qwen3_5 image loop." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage complaint." + "reason": "Llama4Config pad_token_id missing is a concrete config bug, not the same as a broad v5-breakage complaint." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload and the other is remote-code meta-init with InternVL2." + "reason": "Import-star slowdown and GenerationMixin cache missing during chunked prefill are different performance/behavior problems." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Import-time slowdown from import * removal is unrelated to a missing GenerationMixin cache during chunked prefill." + "reason": "Both are upgrade-related, but one is checkpoint reload compatibility and the other is meta-initialization with remote-code checkpoints." }, { - "left": "issue:43572", + "left": "issue:43576", "right": "issue:45850", "accept": false, - "reason": "A missing pad_token_idx in StableLmConfig is a specific config regression, not the generic v5 breakage report." + "reason": "A broken CLI command and a vague generic v5 complaint are not the same bug." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategy docs/API text is not the same as a broad model-breakage complaint." + "reason": "A cache-strategy typo and a broad breakage complaint are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade are broader than the very generic v5 breakage report, but not the same underlying bug." + "reason": "Both are broad upgrade regressions, but one is import errors and the other is general model breakage; not the same underlying bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated documentation/API topics." + "reason": "TF32 settings guidance and cache-strategy typo are unrelated documentation/config issues." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time performance regression is different from a missing model import symbol." + "reason": "Import slowdown from lazy loading and a Qwen3_5 import failure are different import-path problems." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning is unrelated to Liger Kernel not being applied with model_init." + "reason": "sam3 tracker warning and Liger Kernel not applied in model_init are different model-init issues." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and scheduler kwargs being ignored are unrelated bugs." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are unrelated." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as a generic bug report." + "reason": "Tokenizer class mismatch and a generic bug report are not enough to indicate the same bug." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer access error is a specific runtime bug, not a generic placeholder issue." + "reason": "Position_ids buffer handling and a generic bug report are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import slowness and lazy-loading failure are related in theme but not clearly the same concrete bug." + "reason": "Import slowdown and lazy loading malfunction are related broadly, but not the same concrete bug." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Unsupported Flash Attention 2.0 for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations/errors." + "reason": "Nemotron Flash Attention 2 support and Qwen3-VL 2D bbox errors are different model-specific issues." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "A broken env command and an inverse_sqrt scheduler kwargs bug are different subsystems." + "reason": "CLI environment command failure and scheduler kwargs handling are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL output bug." + "reason": "Python 3.9 compatibility and Qwen3-VL bbox hallucination are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct code paths." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different subsystems." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough is unrelated to scheduler kwarg handling." + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are different bugs despite both involving kwargs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-time performance regression is not the same as a missing exported HybridCache symbol." + "reason": "Import-star performance regression and missing `HybridCache` import are different import-related issues." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy wording and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "A model import slowdown is unrelated to a testing_utils bug." + "reason": "Import slowdown and a testing_utils bug are different code paths." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python version support problems are not the same as generic model breakage after v5." + "reason": "Python version compatibility and vague v5 breakage are not the same bug." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Two Qwen-related bugs, but one is a vision bounding-box issue and the other is a from_pretrained error." + "reason": "Qwen3-VL bbox output issue and Qwen3.5 MoE from_pretrained error are different model failures." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a missing model import are different failures." + "reason": "Python 3.9 compatibility and Qwen3_5 import failure are distinct issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and tied-weight-key attribute handling are unrelated." + "reason": "Optional post_init policy and `_get_tied_weight_keys` AttributeError are unrelated." }, { "left": "issue:43827", @@ -16554,49 +16539,49 @@ "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + "reason": "Forward-doc confusion and tokenizer loading regression do not describe the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application with model_init and Flash Attention 3 degenerate training are different issues." + "reason": "Model_init applying Liger Kernel and flash_attention_3 training collapse are different problems." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are different problems." + "reason": "Broken `transformers env` command and lazy loading malfunction are not the same issue." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report cannot be treated as the same concrete issue as a Qwen3.5 Moe from_pretrained failure." + "reason": "A generic bug report and a Qwen3.5 MoE from_pretrained error are not the same concrete bug." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A ReLU omission in a DSA indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer/ReLU discussion and Gemma4Audio positional encoding bug are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key crashes affect different APIs." + "reason": "Pipeline save_pretrained issue and tied-weight-key AttributeError are different behaviors." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issues and scheduler kwargs issues are unrelated." + "reason": "Lazy loading malfunction and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "A broken env command is unrelated to a missing model import." + "reason": "The `transformers env` command bug and Qwen3_5 import failure are different failures." } ] }, @@ -16615,10 +16600,10 @@ "review_unit_count": 53, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-452", + "cluster_id": "cluster-10000-453", "nodes": [ "issue:30333", "issue:31515", @@ -16717,20 +16702,20 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "b1d92421c05a07132f863c169a998b5abe3f85dee2258e8d4bfe1b04f46a0244", + "prepared_review_unit_hash": "cf88283b83197fc2b9c5389e4fafcacb72c445ec9a4dfce505afd1e7c6f0733b", "component_budget": { - "node_count": 452, - "item_count": 452, - "soft_pair_count": 1671, - "serialized_chars": 865012, - "estimated_input_tokens": 216253, - "estimated_eval_tokens": 432762 + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 47, - "serialized_chars": 40310, + "serialized_chars": 40312, "estimated_input_tokens": 10078, "estimated_eval_tokens": 20412 }, @@ -16739,294 +16724,294 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of distinct Transformers regressions, loading issues, tokenizer/model-specific bugs, and a few docs/typo reports. I don\u2019t see any soft edge that clearly describes the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: most items are distinct model, tokenizer, scheduler, import, or docs issues. I would not merge any of the soft edges; the only plausible umbrella is the broad v5-breakage report, but it is not a true duplicate target for the rest.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the broadest representative because it explicitly describes many models breaking after v5; it is the closest umbrella among these mixed regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the broadest umbrella report about many models breaking in v5, so it\u2019s the best representative for the cluster, but it\u2019s too vague and high-level to be a true canonical duplicate target.", + "best_issue_reason": "issue:45850 is the best issue representative for the cluster as a whole, but only as a loose umbrella, not as a duplicate of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-V4, but one is about shared expert gating and the other is a specific tensor transpose/conversion bug; different code-path failures." + "reason": "Both are DeepSeek-V4-related, but one is about shared-expert gating and the other is a tensor/casting bug; different concrete code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are unrelated model-specific bugs." + "reason": "Different models and bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math vs scheduler kwargs handling are unrelated subsystems." + "reason": "Processor timestamp math and scheduler kwarg handling are unrelated issues." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue and a VRAM leak in Qwen3ForCausalLM are not the same bug." + "reason": "Import-star performance cleanup and a VRAM leak in dataloader threads are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion for forward args is not the same as a model loading regression." + "reason": "Confusing forward docs and a model-loading breakage for Llama 3.2 are different problems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading vs confusing forward docs are different problems." + "reason": "Slow checkpoint loading is not the same as forward-argument documentation confusion." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in dataloader threads and RoPE implementation are unrelated." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and different failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "GLM-5 RoPE behavior and Gemma-4 audio positional encoding are different code paths." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and DeepSeek-V4 weight conversion are different feature areas." + "reason": "Audio continuous batching support and a DeepSeek-V4 weight-conversion question are not the same bug." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad v5-breakage complaint is not the same concrete bug as a specific missing-module import error." + "reason": "A broad v5 regression umbrella is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings and a VRAM leak are unrelated." + "reason": "TF32 API guidance and a VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are different issues." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug and missing save_pretrained files are different issues." + "reason": "Timestamp calculation and missing save_pretrained files do not share the same bug." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Different model components and failure modes." + "reason": "Qwen3VL processor math and Qwen3ForCausalLM VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value handling in GLM-MoE is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value handling and Gemma-4 audio positional encoding are different problems." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and audio positional encoding are different bugs." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is not the same as Gemma-4 audio RoPE/positional encoding." + "reason": "MLA q_a_layernorm eps handling is not the same as Gemma-4 audio rel-pos encoding." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but they affect different symbols/modules and likely different causes." + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are distinct import failures." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support gating for Nemotron is unrelated to a missing Qwen3_5 module import." + "reason": "Flash Attention support limitation and module import failure are not the same bug." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a generic behavior difference and the other is a specific decoder-type bug; not enough to prove same root cause." + "reason": "Both are tokenizer-related, but one is a general behavior change and the other is a specific decoder-type mistake." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug and an unrelated spam/unemployment report are not duplicates." + "reason": "Scheduler kwargs handling and a nonsense issue titled 'Unemployment' are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs unrelated spam issue." + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIP output attentions regression is unrelated to the spam issue." + "reason": "CLIPOutput attentions regression has nothing to do with the unrelated 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The latter is a broad regression report; the former is unrelated and not a technical duplicate." + "reason": "A broad v5 regression report is not the same as an unrelated placeholder issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the spam issue." + "reason": "Python 3.14 import failure is unrelated to the placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id attribute error and tied-weight key handling are distinct bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs missing layer_type_validation import are unrelated." + "reason": "Slow checkpoint loading and a missing configuration_utils import symbol are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weight key crash are different issues." + "reason": "StableLm pad_token_idx regression and tied-weight-key crash are different bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save files are unrelated." + "reason": "FP8 support request and missing processor save_pretrained files are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow job status reporting on failed training is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading speed and tensor-parallel training bug are different problems." + "reason": "Slow from_pretrained checkpoint loading is unrelated to tensor-parallel training bugs." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are not the same bug." + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression differ in scope and symptom." + "reason": "Slow checkpoint loading and tokenizer loading regression are not the same concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are unrelated feature requests/bugs." + "reason": "Audio continuous batching support and FP8 inference support are different feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "init_weights behavior in Mamba/Mamba-2 and RoFormer attention-interface usage are unrelated model implementations." + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value misuse and DeepSeek-V4 shared-expert gating are different model bugs." + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect config type hint and tokenizer regex warning are unrelated." + "reason": "A ModernBERT type hint issue and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and kwargs not passed to loss are different issues." + "reason": "Mask2Former ignore_value and kwargs not passed to loss calculation are different bugs." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention interface are unrelated." + "reason": "Loss-function kwargs plumbing and RoFormer attention interface are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value bug and tokenizer regex warning are unrelated." + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not describe the same defect." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different models and code paths." + "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention plumbing." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value misuse and a typo in quantization conversion are unrelated." + "reason": "Mask2Former ignore_value and a typo in quantization_operation are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs handling and a config type-hint typo are not the same bug." + "reason": "Loss kwargs routing and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Different kinds of defects: type hint vs typo in conversion attribute path." + "reason": "ModernBERT type hints and a quantization typo are different issues." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to a config type-hint issue." + "reason": "Llama4TextL2Norm/RMS norm question and ModernBERT type hint mismatch are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value and ModernBERT config typing are unrelated." + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are different bugs." } ] }, @@ -17045,8 +17030,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -17059,52 +17044,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "1e5125bcc0afa4dd9bf4e1b6ac985c2348e62bdc7315089d580543ce5fd0f462", + "prepared_review_unit_hash": "ea237469e10375cb350bcd88b70798ea4bb908cffff542a5d6529ba34b576e42", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2877, - "estimated_input_tokens": 720, - "estimated_eval_tokens": 1696 + "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 unrelated feature requests: truncation-from-start behavior, ReduceLROnPlateau-like functionality, and Wav2Vec2 word offset timestamps. They should not be clustered as duplicates.", + "summary": "These three issues are not duplicates: they ask for unrelated features in different parts of the library (token truncation behavior, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word time offsets).", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue for this cluster; if one representative is needed, #10519 is the most concrete feature request and best specified.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it is narrowly scoped and clearly describes a specific desired behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different topics and code paths: tokenizer truncation behavior vs Wav2Vec2 word timing offsets." + "reason": "Different feature requests in different subsystems: truncation strategy vs Wav2Vec2 word timestamp offsets." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation direction option vs learning-rate scheduler-style functionality." + "reason": "Unrelated topics: text truncation behavior vs a scheduler/learning-rate-reduction feature request." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; one is about optimizer scheduling, the other about speech timestamp extraction." + "reason": "No shared underlying bug or change; one is about LR scheduling, the other about extracting Wav2Vec2 word boundaries." } ] }, @@ -17123,8 +17108,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -17136,12 +17121,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e9827fbdcc80db6bb0558beaafaedc3dc28e872782463b5c100749c24dd941f9", + "prepared_review_unit_hash": "81c75c222b0cb105c0939c2146fac1c51c7745a39bedced1339cc10ab6cfe6d5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17149,7 +17134,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2477, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -17158,24 +17143,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a clean duplicate set: one issue is about Tapas tokenization, while the other two are about model loading/download failures. The two model-loading issues are only superficially similar from their titles, but the explicit private-model/login error does not match the generic BERT loading failure closely enough to merge confidently.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 16618 is the best representative of the cluster because it has the broadest, most generic symptom ('Can't load the model'), which is the closest match to the other model-loading report. However, it still does not clearly unify with the private-model/login issue, and it is unrelated to the tokenization issue.", + "summary": "These three issues are only loosely related by NLP/model-loading context, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and failure to load a public model. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three, describing an actual model loading failure rather than a narrow tokenizer or messaging variant.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the strongest standalone issue in the set: it is the most general and likely to be the main user-visible failure mode among the loading-related reports. Issue 15980 is more specific, and 13244 appears unrelated.", + "best_issue_reason": "#16618 is the best representative issue for this cluster because it is the most general user-facing failure and the closest to the soft-similarity links.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different subsystems and failures: Tapas tokenization vs model loading. No indication they share the same underlying bug." + "reason": "Different underlying problem: #13244 is about Tapas tokenization not matching TensorFlow behavior, while #16618 is a model loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve loading models, but one is specifically a private-model download/login error and the other is a generic inability to load bert-base-uncased. That is too weak to treat as the same concrete bug." + "reason": "Different root cause and symptom: #15980 concerns a bad auth-related error when downloading a private model, not inability to load a public model." } ] }, @@ -17194,8 +17179,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -17205,40 +17190,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "b4470bc1e30d2401d4b5257803ad94c8c7e60fc1b7c98bbb3c94b27c16e0a308", + "prepared_review_unit_hash": "163145e1acc8c664cdc4a7e8e458b111cb5e4641ff5223e33cf6b637eb4368a6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution feature requests: one for Flash Attention 2 support on more architectures, and one for GGUF support on more architectures. They share a broad pattern of \u201cadd support for more architectures,\u201d but they are different code paths and different changes.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are two separate community feature requests in the same broad area of model/runtime support, but they target different capabilities: Flash Attention 2 vs GGUF. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: #26350 is about adding Flash Attention 2 support for more architectures, while #33260 is about adding GGUF support for more architectures. Different underlying changes.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a better global representative of the other; they track distinct feature requests with different implementation paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are support-expansion requests, but they target different features (Flash Attention 2 vs GGUF) and would not be the same underlying bug/change." + "reason": "Different features and code paths: Flash Attention 2 support is unrelated to GGUF support, so they should not be merged as duplicates." } ] }, @@ -17257,8 +17242,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26413-2", "nodes": [ @@ -17268,12 +17253,12 @@ "soft_pairs": [ "issue:26413|issue:31501" ], - "prepared_review_unit_hash": "184fe38e5ddf5f0313b2157981cfdba69859d5275d1577e910c14db80b3e4414", + "prepared_review_unit_hash": "21c2bb534754eae5db402d13b6035191ac580027b2e47ca9a3657db972c1616a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1594, + "serialized_chars": 1593, "estimated_input_tokens": 399, "estimated_eval_tokens": 1054 }, @@ -17281,7 +17266,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1594, + "serialized_chars": 1593, "estimated_input_tokens": 399, "estimated_eval_tokens": 1054 }, @@ -17290,18 +17275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not close enough to treat as duplicates: one is a concrete `resume_from_checkpoint` failure tied to an empty `epoch_iterator`, while the other is a broad report that FineWeb SLM training does not start. The second could have many causes, and there is no explicit shared code path or repro detail tying it to the first.", - "confidence": 0.81, - "canonical_issue_reason": "Issue #26413 is the better canonical issue because it names a specific failure mode and error message, making it the more precise representation of the underlying bug.", + "summary": "These two issues both concern training not starting, but they do not clearly describe the same bug. One is specifically about `resume_from_checkpoint` triggering an empty `epoch_iterator` error, while the other is a broader FineWeb SLM training startup failure with no explicit indication it is the same checkpoint/iterator path.", + "confidence": 0.71, + "canonical_issue_reason": "`issue:26413` is the better canonical issue because it names the exact failing code path and error message, making it the more precise representative of the bug class.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #26413 is the best issue to keep as the representative record since it is specific, actionable, and clearly identifies the code-path symptom.", + "best_issue_reason": "`issue:26413` is the stronger issue to keep as the representative record since it is concrete and actionable; `issue:31501` is more generic and does not establish the same root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Reject: the titles suggest different symptom levels and no shared target or code-path evidence. `resume_from_checkpoint` failing with an empty epoch iterator is a specific checkpointing bug, while `FineWeb SLM Training doesn't start` is a broad training startup report that could stem from many unrelated causes." + "reason": "Reject: the overlap is only broad training-start failure. `issue:26413` is about `resume_from_checkpoint` failing with an empty `epoch_iterator`, while `issue:31501` does not provide enough evidence that it is the same underlying code-path problem." } ] }, @@ -17320,8 +17305,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -17360,7 +17345,7 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "73a37b4514a89844affc1ac87e72682b8e18c3961aa2f595ee94f0c619f435ae", + "prepared_review_unit_hash": "d29ad8d643e0f55270113999df7dc8560e51c1bd0bc3441818585ae41f9079c2", "component_budget": { "node_count": 8, "item_count": 8, @@ -17382,163 +17367,166 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of i18n doc-translation issues that are only superficially similar. The language-specific requests are clearly distinct, and the repeated placeholder titles are too ambiguous to merge without body or diff evidence.", - "confidence": 0.78, - "canonical_issue_reason": "No single canonical duplicate is clear: the cluster mixes distinct language translation requests with several generic/template-like issues that may only appear similar in title.", + "summary": "This cluster is mostly a false-positive similarity group of i18n doc-translation issues; the only clear duplicate pair is the two identical Thai-titled issues. The language-specific translation requests should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46222 is the best canonical representative of the only clear duplicate pair: it matches 46226\u2019s Thai title and near-identical content, and it has more inbound references/activity, so it looks like the parent copy.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the generic template-style subset, but it is not strong enough to treat as a confirmed duplicate canonical.", + "best_issue_reason": "Issue 46222 is the strongest overall issue candidate because it is the most connected exact-duplicate-looking item in the cluster; the rest are better treated as separate translation requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation request context; the visible title indicates a specific Turkish docs translation versus a generic placeholder issue." + "reason": "Same i18n translation theme, but this is a different language request, not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation request context; Turkish-specific versus a separate placeholder-style request." + "reason": "Same i18n translation theme, but a different language/task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The specific Turkish translation issue is not the same underlying request as the generic placeholder issue." + "reason": "Template similarity only; no evidence it is the same translation request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different languages and likely different translation tasks; similar wording alone is not enough to merge." + "reason": "Different language translation request; similar topic is not enough." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues, not duplicates." + "reason": "Turkish vs Spanish docs translation are distinct issues, not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request versus a generic placeholder issue; no evidence of the same underlying change." + "reason": "Different translation requests; likely just shared issue-template wording." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder request." + "reason": "Same broad i18n topic, but not the same underlying change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are different underlying tasks." + "reason": "Spanish and Romanian translation requests are separate tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue as the same duplicate." + "reason": "Different language/request despite high template similarity." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation issue versus a generic placeholder issue; similar template text is insufficient to merge." + "reason": "Highly similar placeholder text, but no proof these are the same language-specific request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation issue versus a generic placeholder issue; not enough evidence of the same underlying request." + "reason": "Different translation requests; similarity appears to come from the template." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian-specific request is not the same as the generic placeholder issue." + "reason": "Same template style, but not the same underlying language task." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different visible titles and no evidence they are the same translation task." + "reason": "Romanian translation issue and Thai-titled issue are unrelated." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different visible titles and no evidence they are the same translation task." + "reason": "Romanian translation issue and Thai-titled issue are unrelated." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "The identical placeholder title is too generic to prove the same underlying issue; could still be separate translation requests." + "reason": "Near-identical templated wording, but likely separate language requests." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Matching template-like titles are not enough to confirm a duplicate without body or diff evidence." + "reason": "Placeholder similarity alone is not enough to treat them as duplicates." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Same broad i18n theme, but no concrete evidence these are the same underlying request." + "reason": "Different issue content; one is a generic i18n template, the other is a specific Thai-titled report." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Same broad i18n theme, but the available metadata does not prove a single duplicate change." + "reason": "Different issue content; no evidence of the same underlying bug/change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholder-style issues, but there is no proof they target the same language or same request." + "reason": "Same generic translation template, but not enough evidence they are the same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template similarity alone is not enough to merge these as duplicates." + "reason": "Different issue content and likely different translation task." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template similarity alone is not enough to merge these as duplicates." + "reason": "Different issue content and likely different translation task." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + "reason": "Different issue content; shared i18n theme is too broad." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Generic translation-request similarity is insufficient to confirm the same underlying issue." + "reason": "Different issue content; shared i18n theme is too broad." }, { "left": "issue:46222", "right": "issue:46226", - "accept": false, - "reason": "Exact same visible title, but the metadata still only shows a generic issue template; without body or explicit links, this is not enough to confidently merge." + "accept": true, + "reason": "These have the same Thai title and near-identical metadata, so they look like the same underlying issue duplicated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: the only clearly duplicate-looking pair is 46222/46226, which have identical Thai titles and exact body-length match, while the other high-similarity i18n items remain unproven duplicates. Canonical choice of 46222 is also supported by its higher inbound references/activity." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17550,8 +17538,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17610,250 +17598,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "a33581d3ad994d75d55331ce2e05a1461906b07cfda526c3183523fbcfea5162", + "prepared_review_unit_hash": "0af0bfd2ecefe7fb724839090f249e03f4da2f973226d7c9907d837934b74d0d", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21664, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21664, - "estimated_input_tokens": 5416, - "estimated_eval_tokens": 11088 + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by model-request issues that are only superficially similar in wording. They reference different models and different capabilities, so they should not be deduplicated into one canonical item.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: these are distinct model-addition requests (different model names and often different modalities/capabilities), not the same underlying bug or change.", + "summary": "These are broad but distinct model-add/support requests across different model families and modalities; the soft similarities are topical only, so none should be deduplicated as the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are separate model requests rather than duplicates of one bug or one implementation change.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative; the items share a template-like request style but describe different models and feature requests, so collapsing them would lose meaning.", + "best_issue_reason": "Issue 42738 is the closest umbrella-style representative, but it is still too broad to stand in for the other specific model requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition and DEIMv2 are different model requests." + "reason": "Different model requests (EuroBert vs DEIMv2); no shared code-path or concrete change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + "reason": "Different modalities and models; a BERT config request is not the same as Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert model config and RF-DETR model are different additions." + "reason": "Different models and tasks (EuroBert vs RF-DETR); not the same underlying request." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model requests." + "reason": "Different architectures and use cases; RF-DETR and DEIMv2 are separate model integrations." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are different models and modalities." + "reason": "RF-DETR vision support and LFM2.5 Audio are unrelated model additions." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and circuit-sparsity transformer are unrelated model requests." + "reason": "Different model families; RF-DETR and a weight-sparse transformer are not the same fix." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are distinct model support requests." + "reason": "Different tasks and code paths; object detection support is not the same as Qwen3-ASR support." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different models and tasks." + "reason": "Different tasks and models; RF-DETR is unrelated to Qwen3-TTS integration." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model additions." + "reason": "NeoBERT and Qwen3-ASR are distinct model-support requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request are unrelated." + "reason": "Different model families; NeoBERT support is not the same change as adding a weight-sparse transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio target different architectures and modalities." + "reason": "NeoBERT and LFM2.5 Audio target different models and modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model requests." + "reason": "RF-DETR and NeoBERT are separate model additions with no shared implementation." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model additions." + "reason": "NeoBERT and ModernVBERT are different model requests, not one duplicate." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR are not the same change." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request are unrelated." + "reason": "Different model families and implementation work; not the same bug or feature." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + "reason": "MiniCPM3 and ModernVBERT are separate model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture work and Voxtral TTS support are different tasks." + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + "reason": "DEIMv2 and Qwen3-TTS are different models and likely different code paths." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model support issues." + "reason": "ModernVBERT and Qwen3-ASR are different model requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + "reason": "ModernVBERT and Qwen3-TTS are separate model additions." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE models are different requests." + "reason": "A specific model request is not the same as the broad BERT-like-with-RoPE umbrella issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + "reason": "Broad BERT-like RoPE discussion and Voxtral TTS support are unrelated changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family name but are different capabilities." + "reason": "Same product family, but TTS and ASR are distinct tasks and support paths; not a duplicate." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model-specific requests." + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are different model integrations." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-TTS support is unrelated to a weight-sparse transformer request." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and the sparse transformer request are different problems." + "reason": "Both are TTS-related, but they target different models and likely separate implementations." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model requests." + "reason": "TTS support and OCR support are different modalities and code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + "reason": "ASR support and LFM2.5 Audio are different concrete model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model families and tasks." + "reason": "Different model families; ASR support is not the same change as a weight-sparse transformer." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and the sparse transformer request do not describe the same change." + "reason": "ASR support and EUPE are unrelated model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model additions." + "reason": "Audio model support and SAM3-LiteText are different modalities and integrations." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Sparse transformer support and EUPE are different requests." + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are distinct model support issues." + "reason": "ASR and TTS are related only at a high level; these are different models and changes." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT and Voxtral TTS are separate model-support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "ASR support and OCR support are different tasks and code paths." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are separate vision-language model requests from different authors and systems." + "reason": "EUPE and TIPSv2 are distinct model requests with no shared concrete implementation." } ] }, @@ -17872,8 +17860,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -17883,12 +17871,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "c5fe000dbfd85e835427cd65137fc00112d44ee366aa286d211224f2ec7ce346", + "prepared_review_unit_hash": "722064d5ee11aa90fe34c1f38f6283e781a6befcd5602459a007541d583342f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17896,7 +17884,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, + "serialized_chars": 1505, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -17905,18 +17893,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. The soft similarity signal is not enough to indicate a duplicate or shared underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: one is a closed docs request about adding Pruna, the other is an open refactor for Vision RoPE. They do not describe the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduping here; the issues are unrelated in both topic and scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46443 is the more substantive technical issue, but it is not a duplicate of issue:38740; the other item is a docs request about a different topic.", + "best_issue_reason": "If a single issue must be preferred as the cluster anchor, issue 46443 is the better candidate because it is the active, substantive code-refactor issue; issue 38740 is a closed documentation request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and change types: documentation request vs. Vision RoPE refactor. No shared target, filenames, or concrete code-path overlap." + "reason": "Different subjects: docs/optimization-framework addition vs Vision RoPE refactor. No shared code path or underlying change." } ] }, @@ -17935,8 +17923,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17946,12 +17934,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "9ea63793dc2a3f56b9fd9396de3080093bce170f87d0e9fd43b0029947a9833b", + "prepared_review_unit_hash": "e11b208165da97e22fdbb7086e4d71c9b9dc55b461df3a365d7627ae424d0dd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17959,7 +17947,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -17968,18 +17956,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues do not appear to be duplicates: one is about block decoding, the other about adding DeepSeek v3.2 support. They describe different feature areas and different underlying work.", - "confidence": 0.96, + "summary": "The two issues are not duplicates: one is about block decoding behavior, the other is a model-support request for DeepSeek v3.2. They reference different problems with no shared targets or code-path evidence.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the more specific and actionable request, while 41084 is a different, broader decoding-related topic.", + "best_issue_reason": "Neither issue is a good canonical representative for the other because they concern unrelated topics and likely different work streams.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs model support for DeepSeek v3.2. No evidence they refer to the same bug or change." + "reason": "Different underlying requests: block decoding vs. DeepSeek v3.2 support. No shared filenames, targets, or concrete bug/change overlap." } ] }, @@ -17998,8 +17986,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -18009,12 +17997,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "cb48fc274c50d6a00ab84fef2b6751265ddd05af3b3bdf9c432cd8105a6dde64", + "prepared_review_unit_hash": "ad785f52ebb09236b27bc69d7a55e45a2bf4c8b81e793f835159150ff23fe50e", "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 }, @@ -18022,7 +18010,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -18031,18 +18019,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related to Trainer custom-trainer behavior, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two issues are related only at a very high level: both mention custom trainers and Trainer behavior, but they describe different problems and different code paths. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is appropriate here because the issues are about distinct concerns rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be highlighted, #43598 is the more concrete and actionable Trainer behavior change; #43600 is a separate instrumentation/estimation concern.", + "best_issue_reason": "If one issue must represent the cluster, #43598 is the cleaner representative because it states a concrete Trainer customizability problem more directly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They touch different code paths and user-facing problems: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." + "reason": "They share the broad Trainer/custom-trainer theme, but one is about remove_unused_column customizability and the other is about FLOPS estimation; these are separate issues." } ] }, @@ -18061,8 +18049,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -18072,12 +18060,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "fbf5e5892a5d96f8d160fb776a91e2708cd410bd3e3ec6b883c6c56fe6dc8f5d", + "prepared_review_unit_hash": "85c571b4709ae53dcf161b8db6186fa5ba8c8ae1e300415cf27f023f03590ae0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18085,7 +18073,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18094,18 +18082,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different auto-class pathways.", "confidence": 0.94, - "canonical_issue_reason": "Issue #43684 is the broader, more general registry request and is the better representative issue if one must be chosen.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue candidate because it covers the core model-registration gap at the auto-model level rather than a narrower task-specific head.", + "best_issue_reason": "Issue 43684 is the more general API-registration request, but it still does not subsume the Qwen3.5 sequence-classification support request, so it is only the closest representative, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification head support. They do not look like the same bug or change." + "reason": "Different underlying change: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They involve different configs and different auto-class mappings." } ] }, @@ -18124,8 +18112,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -18142,80 +18130,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "9e106f1c75dec37e4ab237ead3cd2149268524c58c824d781b9ecf7c76f67c88", + "prepared_review_unit_hash": "6e46efc713737abab951e690686cbfd03f8870544048d677076ef103c7fb90de", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "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": 4265, - "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": "The repeated \"huggingface \" issues are plausibly a duplicate cluster, with 43845 and 43846 the strongest match. 43859 shares the same title, but the evidence shown here is weaker because its body length differs and we cannot compare the actual text. 43835 looks unrelated.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43845 is the earliest of the strongest matching \"huggingface \" reports and is the best representative for the duplicate cluster.", + "summary": "All four issues are very low-information, mostly title-only reports. The three 'huggingface' items are similar to each other, but there is not enough concrete bug/change detail to safely treat any pair as the same underlying issue; 'Fett' looks even less connected.", + "confidence": 0.42, + "canonical_issue_reason": "issue #43845 is the cleanest cluster representative: it matches the repeated 'huggingface' title pattern and is the earliest of the near-identical subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best global representative because it is the earliest clear match among the repeated-title huggingface issues.", + "best_issue_reason": "issue #43859 is the strongest standalone issue in the set because it has the only discussion activity, so it is slightly more substantiated than the other stubs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + "reason": "Only soft title similarity; the titles are different and there is no concrete description showing the same bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no visible shared details; not enough evidence they are the same issue." + "reason": "Only soft title similarity; 'Fett' and 'huggingface' do not establish the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "\"Fett\" does not match the repeated \"huggingface \" pattern, so it is likely unrelated." + "reason": "Only soft title similarity with no substantive issue details to confirm a shared problem." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, similar timing, and matching sparse metadata make this the strongest duplicate pair in the set." + "accept": false, + "reason": "The titles match, but both issues are too vague to confirm the same concrete bug or change; reject on insufficient evidence." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + "reason": "Both are generic 'huggingface' stubs, but there is no description-level evidence that they refer to the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same title, but the body length differs and the actual text is unavailable, so the duplicate link is too weak to accept confidently." + "reason": "Both are generic 'huggingface' stubs, but the available metadata is too sparse to safely merge them as duplicates." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping of the three \"huggingface \" issues is plausible, but the verdicts overstate the evidence in places. In particular, the reasons for accepting 43845/43859 and 43846/43859 rely on \"identical title\" and \"no distinguishing content,\" but the packet only shows matching titles and body lengths, not the actual bodies. That makes the duplicate claim less grounded than stated. The summary and canonical choice are mostly reasonable, but the soft-edge justifications are not conservative enough." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -18227,8 +18212,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -18249,12 +18234,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "8beb9d1a7a861f414df03be5dbf31d02a084d40a47496d93c70913be1f62360d", + "prepared_review_unit_hash": "3f5797f8d4a1c7ba87f8b37d8ad9e1d9382c684404771c594def9066d6a85879", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, + "serialized_chars": 5785, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -18262,7 +18247,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, + "serialized_chars": 5785, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -18271,66 +18256,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by low-signal spam/placeholder issues with no actionable evidence of duplication. The only somewhat substantive item is the generic documentation request, but there is still not enough information to treat any pair as the same underlying issue.", - "confidence": 0.93, - "canonical_issue_reason": "No true canonical duplicate emerges from the text; if one must be named, issue 44418 is the least-noisy and most substantive item compared with the spam placeholders.", + "summary": "All five items look like unrelated low-signal issues (spam or generic placeholders), not duplicates of a single underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "None of the issues describe the same concrete problem; they are spam or generic placeholders, so there is no defensible canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the best representative only because it is the only legible, non-spam-like report; the rest are placeholder titles or spam.", + "best_issue_reason": "Issue 44418 is the only somewhat descriptive title, but it is still a vague documentation suggestion and not a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '', but there is no issue body or concrete symptom tying them to the same underlying problem; treat as separate spam reports, not duplicates." + "reason": "Both are spam placeholders with no concrete shared bug or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-style titles are not enough to establish a shared bug or request; no substantive evidence of duplication." + "reason": "Both are spam placeholders with no concrete shared bug or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a generic documentation suggestion; they do not describe the same underlying issue." + "reason": "One is spam, the other is a vague documentation suggestion; not the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a separate vague spammy title about 'Google LLC' do not show the same concrete problem." + "reason": "Spam placeholder and unrelated 'Google LLC' title; no shared problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is unrelated to a spam placeholder with no technical content." + "reason": "Generic documentation suggestion vs spam placeholder; no evidence of the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No shared concrete bug or change request is evident; one is generic docs, the other is spam." + "reason": "Generic documentation suggestion vs spam placeholder; no evidence of the same issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Matching spam placeholders are not sufficient evidence that these are the same issue; no body content or explicit linkage supports duplication." + "reason": "Both are spam placeholders, but there is no concrete bug/change to treat as a duplicate." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Two vague spam-like issues with different titles and no technical details are not safely mergeable as duplicates." + "reason": "Spam placeholder and unrelated title; not the same underlying issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "There is no concrete shared problem description; these appear to be unrelated spam/placeholder reports." + "reason": "Spam placeholder and unrelated title; not the same underlying issue." } ] }, @@ -18349,8 +18334,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -18360,12 +18345,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "555d6283a5e0b218687c3f2d4d48486fb1dad23a32e79c26da96a03d0a5f56eb", + "prepared_review_unit_hash": "452a709afc47290b078df51d489c86c8e5a9efac6d0b72ed804b018062f9a3f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18373,7 +18358,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18382,28 +18367,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues look strongly related and may be duplicates, but the packet only confirms identical titles plus a soft-text similarity signal; it does not prove the bodies are identical or that their scopes are fully the same.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #45145 is the better canonical record because it was created earlier and already has an inbound reference, so it is the more established entry.", + "summary": "The two closed issues are very likely duplicates: they have identical titles and highly similar content. #45145 is the better canonical thread because it has the same title and one inbound reference, making it slightly more established.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it shares the identical title with #45151 and has one inbound reference, while #45151 has none.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the strongest cluster representative for the same reasons: earlier creation and slightly more visibility/linkage.", + "best_issue_reason": "#45145 is the best single issue to keep because it appears to be the earlier/more linked instance of the same report and serves as the most central discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The identical titles and similarity signal make this a plausible duplicate, but the available evidence is not strong enough to conclude they are the same underlying issue with no distinct scope. Best characterized as possibly duplicate or likely related." + "accept": true, + "reason": "Likely duplicate: the titles are identical, both issues are closed, and the content appears substantially similar. #45145 is slightly better connected due to its inbound reference." } ] }, "evaluator_result": { "accept": false, - "feedback": "The output overstates the evidence. The packet only supports that the issues have identical titles, similar body lengths, and a soft-similarity signal; it does not show the bodies are identical or that there is no distinct scope. The duplicate/duplicate-report wording should be softened to something like \u2018likely related\u2019 or \u2018possibly duplicate,\u2019 unless stronger evidence is present. The canonical-choice rationale is fine, but the soft-edge verdict and summary are too certain for the available data." + "feedback": "The grounding is a bit too strong for the packet. What is supported: the two issues have identical titles, both are closed, and #45145 has one inbound reference versus none for #45151, so preferring #45145 as the canonical thread is reasonable. What is not fully supported: calling them the \"exact same proposal,\" saying there are \"no meaningful distinguishing details,\" or asserting they are \"clearly the same underlying issue\" goes beyond the evidence available here. The soft-edge verdict should be phrased more conservatively as a likely duplicate based on identical title and soft similarity, not as a definitive match." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18469,8 +18454,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -18480,40 +18465,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "a68e1ceb139711972377fd94e8ca06b9dad21d90a8800525a243e70540166efe", + "prepared_review_unit_hash": "dba55bba673bb7044b65e349f15a5b6efc7e1d9544c54ff7f2ea134d42bda2ff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1672, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 }, "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 defects: one is Gemma4 audio-module uint8 weights hitting a torch.finfo() TypeError, the other is BitsAndBytesConfig skip-module handling removing the default lm_head exclusion and triggering an AssertionError.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression in 4-bit inference, while 45672 is a Gemma4/audio-module-specific failure with a different root cause.", + "summary": "The two issues are related to 4-bit inference in the quantization stack, but they describe different failures: one is a uint8/torch.finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative title for a concrete, configuration-specific regression in 4-bit inference; issue 45672 is a separate module/dtype-specific bug in Gemma4 audio paths.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45674 is more suitable as the global issue representative because it is framework-level and more generally actionable; 45672 looks like a separate model-specific bug.", + "best_issue_reason": "Issue 45674 is the most broadly phrased and actionable of the two, but it still should only represent its own skip-modules regression, not the Gemma4 uint8 finfo failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "They share the 4-bit inference context, but the failure modes differ: torch.finfo() on uint8 weights in Gemma4 audio modules versus BitsAndBytesConfig skip_modules clearing the default lm_head exclusion and causing an AssertionError. Not the same underlying bug." + "reason": "Different underlying bugs and code paths: torch.finfo on uint8 weights in Gemma4 audio modules versus llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. Same subsystem, but not the same fix." } ] }, @@ -18532,8 +18517,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -18543,40 +18528,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "93a92b5a1227cfc107d6e8513056180244654b5ed62c6d07b449a4cf73fcab2e", + "prepared_review_unit_hash": "ed3698ef4c4f00ed1dcec75ff2b39843aa272712bdf19e3161d5c2b22ff7ddb1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues with only personal-name/date titles and no body, files, or references; they do not describe the same bug or request and look like unrelated spam/placeholder reports.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45762 is the earlier-created issue and can serve as the representative issue for this tiny cluster, though neither issue contains meaningful problem details.", + "summary": "The two issues are unrelated empty entries with different personal names/dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #45762 is the best issue to keep as the cluster representative because it is the first-created item and there is no substantive content to distinguish them.", + "best_issue_reason": "No issue is a good canonical choice because neither issue contains actionable bug-report content and they do not match each other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles are different personal names with different dates, and there is no body, explicit linkage, or shared technical context indicating the same underlying issue." + "reason": "Different names and dates, no body, no shared technical context, and no evidence of the same underlying issue." } ] }, @@ -18595,8 +18580,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -18606,7 +18591,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "461b48acf4e215b4598a40571462ee00f4aa4b081d23135cb10877a04a3da12f", + "prepared_review_unit_hash": "46a2a19a2ea32003c87a27c172d543e76b5694bb5ed3653937c1937c7b6b5b0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18628,18 +18613,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated; both are bare person/date titles with no body or technical context, so there is no evidence they describe the same bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: they have unrelated personal-name/date titles, no body content, and no shared links or targets indicating a common bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue exists here; both issues lack descriptive content and do not appear to report the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster, because neither contains enough detail to serve as a meaningful canonical bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles only contain different personal names and dates; there is no shared technical subject, description, or code context indicating the same underlying issue." + "reason": "These issues do not describe the same bug or change; the titles are unrelated personal entries, and there is no supporting body text or linkage." } ] }, @@ -18658,8 +18643,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -18669,7 +18654,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "f095f8b6ea2c7bdd6ca127476822a36b84245a054b656f0f26fdbbeeb355ba04", + "prepared_review_unit_hash": "9f28e86dfb1f7f3e25815a4e430c734e2eaa48f9872527aa1965b78d1422b7f1", "component_budget": { "node_count": 2, "item_count": 2, @@ -18691,18 +18676,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new token-classification model class for Qwen3_5, while the other asks for FP8 training support. They do not describe the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45810 is the more concrete and self-contained request, making it the better representative of this cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45810 is the strongest issue to keep as the cluster representative because it specifies a clear model addition with a narrower scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature areas and intents: model-class addition for value modeling vs training precision support. No shared code path or concrete overlap." + "reason": "Reject: these are unrelated requests. One is for adding a token-classification model class for Qwen3_5, the other is for FP8 training support; they do not describe the same underlying bug or change." } ] }, @@ -18721,8 +18706,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -18742,7 +18727,7 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "81737a31043728f5c833e430d5f471f2cfb180221e36b4fc4e8679b8f11cb1b9", + "prepared_review_unit_hash": "045e5d4a2df5277b2d526a4dd445a9b157e3dc97acb487dcd2f642451dab8f57", "component_budget": { "node_count": 5, "item_count": 5, @@ -18764,69 +18749,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by financial-data wording and is not the same underlying request or bug.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because it actually splits into two separate duplicate topics. If one representative must be chosen, 45870 is a reasonable canonical for the first duplicate pair because it is an exact match of 45871 and appears slightly earlier.", + "summary": "The packet contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated to both pairs.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is a good canonical representative for the first exact-duplicate pair (45870/45871). The packet also contains a separate exact-duplicate pair (45872/45873), so this is only a per-pair canonical, not a single representative for the whole packet.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest single issue candidate as a representative because it is an exact duplicate pair with 45871 and has a clear, focused title. That said, it does not cover the separate 45872/45873 topic.", + "best_issue_reason": "45870 is the best overall issue representative because it is the earliest issue in the earliest exact-duplicate pair present; 45869 is unrelated, and 45872/45873 is a separate duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Both mention financial time series/data, but one is a dataset offer and the other is an example/prediction use case. Different underlying issue/request." + "reason": "Different topics: a financial dataset listing versus a DataForge example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869 vs 45870: related domain, but not the same concrete topic." + "reason": "Different topics: a financial dataset listing versus a DataForge example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and highly similar content; these are clear duplicates." + "reason": "Exact duplicate pair: same title and same body length." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are DataForge-related and financial, but one is an example and the other is a scraping-service plus time-series request. Different change/request." + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870 vs 45872: same broad area, but not the same underlying issue." + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topics: example prediction workflow versus time-series plus scraping service." + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete topics; only broad financial/DataForge overlap." + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and very similar content; these are clear duplicates." + "reason": "Exact duplicate pair: same title and same body length." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two identical-title pairs are a reasonable duplicate call, and 45869 is only loosely related based on the available metadata. No PR-mergeability issue applies here." + "accept": false, + "feedback": "Rejecting because the representative/canonical rationale overstates the evidence. The packet shows two exact-duplicate pairs: 45870/45871 and 45872/45873, and 45870 is earlier than 45872, so 45872 is not the \"earliest\" duplicate overall. Also, \"matching metadata\" is stronger than what the packet supports; we only see matching titles and body lengths, not identical metadata in general. The summary that the set splits into two duplicate pairs and that 45869 is unrelated is grounded, but the best/canonical issue reasoning is not sufficiently conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18839,8 +18824,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -18850,40 +18835,40 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "9b1f41c9ed8e4acec71cbd3a322a364741b1cc601a86843624697129d7866656", + "prepared_review_unit_hash": "9591d506e9c3006aa750cc24244ad9bd73837e0eba530c7e73d92d57d1608f45", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1637, - "estimated_input_tokens": 410, - "estimated_eval_tokens": 1076 + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve static-cache failures around linear attention, but they describe different breakpoints: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `linear_attention` in Qwen3.5. They look related at the subsystem level, but not clearly the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a more general and concrete failure mode (`early_initialization` corrupting linear-attention layers and causing shape/runtime errors), which could subsume narrower reports.", + "summary": "Both issues involve static-cache failures around linear-attention, but they describe different observed failures: one is a general early-initialization shape corruption, the other is a Qwen3.5-specific KeyError for `linear_attention`. They are related, but not clearly the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention failure mode in a model-agnostic way, whereas 46441 looks like a specific crash manifestation on Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the strongest representative for the cluster: it names the likely faulty code path and the observable corruption/error more precisely than the Qwen3.5-specific crash report.", + "best_issue_reason": "46439 is the best issue to anchor the cluster since it is more general and technically descriptive of the shared subsystem and failure class.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Both mention static cache and linear attention, but the reported failures differ materially (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`). That is not enough to treat them as the same underlying bug or duplicate." + "reason": "Related area, but not the same concrete bug: 46439 reports shape corruption from static-cache early initialization, while 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. The symptoms and likely fix scope are not clearly identical enough to merge as duplicates." } ] }, @@ -18897,13 +18882,13 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-14", "nodes": [ @@ -18943,12 +18928,12 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "25333403d6d1f5912783d38d1e54ccd23e87ccddebaba8b8ba3853772c7c596e", + "prepared_review_unit_hash": "acba087464fa8b7ad595de933f7f6c531066dd76b73e8056eee3c508d73c8e2f", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18956,7 +18941,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 19, - "serialized_chars": 38085, + "serialized_chars": 38088, "estimated_input_tokens": 9522, "estimated_eval_tokens": 19300 }, @@ -18965,132 +18950,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all pairs are false positives from broad topical similarity; only the two fixed_cross_entropy PRs are true duplicates of the same loss-kwargs change.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two loss_utils PRs (43251 and 43254), which both patch the same cross-entropy helper for the same issue. Everything else is too different in code path and intent to merge as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest canonical representative: it is issue-linked, directly targets the loss utility bug, and its diff clearly implements the fix with the intended kwargs plumbing.", + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair: it targets the same loss_utils code path, has the explicit issue link, and presents the more direct implementation of the cross-entropy kwargs fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best standalone representative of the cluster because it has an explicit issue target, a focused code change in a single file, and the clearest bug-fix intent.", + "best_pr_reason": "PR 43251 is the strongest representative artifact in this cluster because it is the only one that cleanly matches another PR as a true duplicate and has the clearest, most specific fix description.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: one adds VideoPrism support, the other adds an executorch dynamic-shape test." + "reason": "VideoPrism model/docs addition vs. executorch dynamic-shape export test; different features and code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different areas: Mistral tokenizer methods vs adding the MobileLLM model." + "reason": "Mistral tokenizer helper methods vs. adding MobileLLM; unrelated model and tokenizer work." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: tokenizer methods for Mistral common vs executorch export testing." + "reason": "Tokenizer method addition vs. export test infrastructure; not the same bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-loading robustness work is not the same underlying change as adding MobileLLM." + "reason": "Processor-from-pretrained robustness changes vs. MobileLLM model addition; only broad subsystem overlap." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." + "reason": "Cross-entropy helper fix vs. MobileLLM addition; completely different code paths." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs handling is a different bug from Mistral4 test fixes." + "reason": "Loss helper kwargs fix vs. Mistral4 test fixes; not the same concrete change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape testing does not match the Mistral4 test-fix PR." + "reason": "Executorch export test vs. Mistral4 tests; both are tests, but they address different behavior." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export tests are unrelated to MobileLLM model implementation." + "reason": "Export dynamic-shape test vs. model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and config-resolution-order fix are unrelated." + "reason": "MobileLLM addition vs. config resolution order fix; different areas and objectives." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition is not the same as Falcon output-interface refactoring." + "reason": "MobileLLM model addition vs. Falcon refactoring; only broad model-code overlap." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill content do not fix the same code path." + "reason": "Falcon output-collection refactor vs. model-creation skill docs; not the same change." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test fixes are different changes." + "reason": "Falcon model refactor vs. Mistral4 test fixes; different model families and fixes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the layrnorm-to-layernorm rename across CLIP-like models." + "reason": "Mistral4 test fixes vs. layrnorm-to-layernorm rename; separate bug fixes in different code paths." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat response parsing updates address different subsystems." + "reason": "Mistral4 test fixes vs. serve chat parsing updates; unrelated functionality." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + "reason": "Mistral4 test fixes vs. TDT loss kernel integration; different subsystems and problems." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution-order changes are unrelated." + "reason": "Mistral4 test fixes vs. config resolution order fix; no shared concrete bug." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes do not overlap with the model-creation skill PR beyond generic model-work context." + "reason": "Mistral4 test fixes vs. model-creation skill scaffolding; not a duplicate fix." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "A new model implementation is not the same underlying change as the model-creation skill draft." + "reason": "MobileLLM model addition vs. model-creation skill; one is code, the other is process/docs." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs. Mistral4 tests; different models and different fixes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "These are two variants of the same fixed_cross_entropy fix in the same file, both adding support for cross_entropy kwargs and tied to the same issue." + "reason": "Both PRs modify src/transformers/loss/loss_utils.py to extend fixed_cross_entropy with the same cross-entropy kwargs support for the same issue (43240); these are the same underlying fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The canonical choice of PR 43251 is supported by its explicit issue link and focused single-file loss-utils change. The only accepted soft-edge pair, 43251 vs 43254, is clearly the same cross-entropy kwargs fix in the same file and tied to the same issue. The rejected pairs are appropriately framed as topical similarity rather than the same bugfix, with no evident overstatement." + "feedback": "The output is well grounded in the packet. The only accepted pair, 43251/43254, shares the same file, the same issue target (43240), and the same cross-entropy kwargs fix, so treating them as mergeable duplicates is conservative. The other soft-edge rejections are also cautious and consistent with the diff previews and titles." }, "evaluator_used": true, "retried": false, @@ -19101,13 +19092,13 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-3", "nodes": [ @@ -19119,46 +19110,46 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "cd069f6d78304c15e2af969d160abaab50ecc2797cb6afbc6138f6ea8af9b187", + "prepared_review_unit_hash": "3799d265c7e9acb00b6854d40408e0b971a1c7e270c6f88b0a8b10a913128dba", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, - "estimated_input_tokens": 2718, - "estimated_eval_tokens": 5692 + "serialized_chars": 10865, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, - "estimated_input_tokens": 2718, - "estimated_eval_tokens": 5692 + "serialized_chars": 10865, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate PRs: one is the base VibeVoice implementation, one is a separate VibeVoice Realtime extension, and one is an unrelated Parakeet-RNNT addition. The only reasonable cluster representative is the original VibeVoice PR.", - "confidence": 0.93, + "summary": "These PRs are not duplicates: one is the initial VibeVoice implementation, one adds VibeVoice Realtime on top of it, and one is an unrelated Parakeet-RNNT addition. The shared auto-mapping/doc filenames are broad integration files, not evidence of the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the core VibeVoice implementation and the most central, non-draft representative of the VibeVoice work; the other VibeVoice PR is a later realtime extension, and the Parakeet PR is unrelated.", + "canonical_pr_reason": "PR 40546 is the best representative because it is the foundational VibeVoice implementation and the broadest, most complete base change in the cluster.", "best_issue_reason": null, - "best_pr_reason": "#40546 best represents the cluster because it introduces the base VibeVoice model support and has the strongest discussion/activity signal; the other PRs are either a separate feature branch or a different model family.", + "best_pr_reason": "PR 40546 is the strongest standalone PR to anchor the cluster: it introduces VibeVoice itself, whereas 42781 is a later incremental realtime extension and 46331 is unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family, but not the same concrete change: #40546 adds the base VibeVoice implementation, while #42781 adds VibeVoice Realtime with additional acoustic-tokenizer and generation changes. These are related follow-ups, not duplicates." + "reason": "Different scope: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. They overlap in shared integration files, but they are not the same concrete change and would not plausibly be merged into one PR without losing the incremental boundary." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "Different model families and different code paths: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-registration files are incidental and not enough to treat them as the same change." + "reason": "Unrelated models and code paths. 42781 is VibeVoice Realtime; 46331 is Parakeet-RNNT with RNNT loss/modeling changes. The overlap is only in generic ASR auto-mapping/docs infrastructure, not the same bug or feature." } ] }, @@ -19172,13 +19163,13 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -19188,7 +19179,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "07b9637d4418e440b7be0626e20eeb7adbe43a1c22f7b20794480b35c8060d37", + "prepared_review_unit_hash": "ee3181073c7820f12a1c330f43354a0f7177344bdc7449fc75ca3293bcd55b64", "component_budget": { "node_count": 2, "item_count": 2, @@ -19210,18 +19201,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not appear to be duplicates or merge candidates.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different code paths, different models, and different user-facing features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global representative of the other; they are separate feature PRs with no shared underlying bug or change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model areas and different functionality (TimesFM forecasting with covariates vs. DINOv3 image classification). Shared docs/tests patterns are incidental, not evidence of the same fix or feature." + "reason": "Different subsystems, different model architectures, and different user-facing capabilities; not the same fix or change." } ] }, @@ -19235,7 +19226,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19298,13 +19289,13 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41797-3", "nodes": [ @@ -19316,12 +19307,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "b29e35cccf4334520e78f85d179e663a0a86fcdc720d180c72ac15e44e77f237", + "prepared_review_unit_hash": "c82ab77d61683735b95d29e5de820fbaeffb7a26f673093d706a79dba1922344", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19329,7 +19320,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10435, + "serialized_chars": 10436, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -19338,24 +19329,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition changes for different architectures (DeepSeekOCR, Isaac, Kimi2-6). They share repository plumbing and doc/auto-registration patterns, but not the same underlying bug or feature.", + "summary": "All three PRs are model-addition scaffolds in the same broad Transformers area, but they target different models and code paths, so they are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduping: each PR introduces a different model with its own files, configs, processors, and tests.", + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it is the most extensive and mature model-addition PR, with the broadest set of model-specific files and the highest review activity.", "best_issue_reason": null, - "best_pr_reason": "PR #45630 is the best cluster representative only in the sense that it is the most mature/active of the three, but it is not a duplicate of the others.", + "best_pr_reason": "PR #45630 is the best overall representative because it has the most complete integration surface (config, modeling, processors, auto mappings, tests) and the most discussion, making it the most informative anchor for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations: DeepSeekOCR vs Isaac. Overlapping auto-registration/docs are generic scaffolding, not the same concrete change." + "reason": "Different model additions: DeepSeek OCR vs Isaac. They share boilerplate doc/auto-registration files, but the model-specific code, architecture, and tests are distinct, so this is not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations: Isaac vs Kimi2-6. Shared Hugging Face model-addition boilerplate does not indicate one underlying bug or feature." + "reason": "Different model additions: Isaac vs Kimi2-6. Despite overlapping Transformers scaffolding, they introduce separate model families with different implementation files and behaviors, so they should not be merged as duplicates." } ] }, @@ -19369,13 +19360,13 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -19385,12 +19376,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "a2ad96f46e00d492fe7947559a4f6b1835571e5a9a4ce6dfde07fb3814397e1b", + "prepared_review_unit_hash": "edc0265a1c07ca0049fcdb564c284df72b898e0c26b78de639f497c2b6c16aab", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19398,7 +19389,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -19407,18 +19398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate workflow dependency-upgrade PRs, not duplicates: one targets core GitHub Actions runtime compatibility, the other updates Docker build actions in CI image workflows.", - "confidence": 0.9, + "summary": "These are related workflow-maintenance PRs, but they address different upgrade targets and different concrete problems. PR 42975 is a Node 24 compatibility refresh for GitHub Actions; PR 42976 is a separate latest-version bump focused on Docker/build actions. I would not merge them as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader and more central GitHub Actions compatibility upgrade, touching many workflow files and core actions like checkout/cache/upload-artifact.", + "canonical_pr_reason": "PR 42975 is the more canonical PR for this cluster because it has a clear, specific goal (GitHub Actions Node 24 compatibility) and updates multiple workflow actions in a coherent pass.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of this cluster because it is the wider platform-level Actions upgrade; PR 42976 is a narrower Docker build-action bump and not the same change.", + "best_pr_reason": "PR 42975 is the best representative because its scope and title align around one concrete maintenance change, whereas 42976 is a narrower version bump across a different set of actions.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are CI dependency upgrades, but they change different action families and different code paths: general workflow actions vs docker/build-push-action. They could not plausibly be merged as one concrete fix." + "reason": "They overlap in workflow files, but the diffs target different actions and different upgrade goals. 42975 updates core GitHub Actions for Node 24 compatibility; 42976 updates Docker/build-related actions to newer versions. Not the same underlying change." } ] }, @@ -19432,13 +19423,13 @@ { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42978-4", "nodes": [ @@ -19455,7 +19446,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "732625bf06750cb585985e0739a839ad9b315174bfc5ec5d2c849c92187a397e", + "prepared_review_unit_hash": "e6d4d9dc8eea269047a3a553c8ee5db3623ef876016d17ac8d32b6172997eb65", "component_budget": { "node_count": 4, "item_count": 4, @@ -19477,48 +19468,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are distinct model-addition pull requests (ViT NEPA, Molmo, Molmo2, and CTSM). They share only broad repository plumbing like docs, auto-mapping, and model registration, not the same underlying bug or code-path change, so none of the soft edges should be merged.", - "confidence": 0.97, + "summary": "All four PRs are separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM). They only overlap on generic registration/docs/auto-mapping files, not on the same underlying bug or feature, so none should be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the set, 43451 (Molmo2) is the most comprehensive implementation surface, but it is still a separate model addition rather than a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43451 is the broadest and most mature PR in the cluster, with model, processor, video, conversion, and test coverage, so it is the best representative if a single PR must be chosen.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared files are generic docs/auto-registration plumbing, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo). Shared files are generic docs/auto-registry boilerplate, not the same concrete code-path change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Overlap is limited to shared framework registration files, not a single concrete fix." + "reason": "ViT NEPA and Molmo2 are distinct model integrations with different implementations and tests; only broad registration files overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. They touch the same subsystem only at a high level, but not the same code-path problem." + "reason": "CTSM and ViT NEPA are unrelated model adds. The overlap is limited to shared infrastructure updates, not a single fix or feature." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families with different implementations; shared repo plumbing does not make them duplicates." + "reason": "Molmo vs Molmo2 are related names but different model families/codebases; each adds separate configs, processors, and model files, so they are not mergeable as one PR." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions. The overlap in registration/docs is incidental and not a duplicate signal." + "reason": "Molmo and CTSM address different model integrations. Any shared filenames are incidental repo plumbing, not the same underlying change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model additions with different code paths and files; they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are separate feature PRs for different models; they do not fix the same concrete code-path problem." } ] }, @@ -19532,13 +19523,13 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43291-4", "nodes": [ @@ -19555,70 +19546,70 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "e72cd943ea04da67ce7bdacccf1aaac7cd807bc0b6750a7fddfb44c7c218eb0f", + "prepared_review_unit_hash": "d32013749f0f5b36a30beb79da01bd193e6a3f8acbe94f9553f5543b82a9555b", "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 PRs are not duplicates: they span unrelated areas (Whisper tokenization/tests, synthetic test failures in CLIP/ViT, FP8 dequantization, and generation watermarking validation). The only commonality is that they are all bug-fix style PRs.", + "summary": "These four PRs are not duplicates: they target different code paths and problems (Whisper decoding, test-only CLIP/ViT changes, FP8 dequant/loading, and generation watermarking validation). The shared \"fix\" style titles are misleading; there is no strong evidence of a single underlying bug or change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46380 is the best representative of the cluster because it fixes a concrete runtime validation bug in generation config handling and includes broader test coverage than the others, which are either unrelated or clearly test-only.", + "canonical_pr_reason": "If a representative PR is needed, 46380 is the clearest concrete bug fix: it changes generation validation behavior, has a specific failure mode, and includes broad test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #46380 is the strongest standalone PR: it addresses a specific code-path problem (watermarking_config dict handling during validation) and has the clearest user-facing impact among the set.", + "best_pr_reason": "46380 is the best representative because it has the most explicit production code fix and the strongest signal of a real bug resolution; the others are either unrelated or appear to be test-focused/vague.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs. inserted failing asserts in CLIP/ViT tests; different models, different behavior, no shared bug." + "reason": "Different artifacts: Whisper tokenizer/timestamp decoding vs CLIP/ViT test edits. No shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding logic vs. FP8 dequantization/padding and model loading; unrelated code paths and failure modes." + "reason": "Whisper decoding changes are unrelated to FP8 dequant/loading logic in core_model_loading and finegrained_fp8." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenization changes vs. generation watermarking validation; both are transformer fixes but not the same underlying bug." + "reason": "Whisper tokenizer behavior and generation watermarking validation are separate subsystems with different fixes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Synthetic test failures in CLIP/ViT are unrelated to FP8 kernel/dequantization changes." + "reason": "Test-only CLIP/ViT changes do not match the FP8 dequant bugfix; not the same underlying change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test-only assertions in CLIP/ViT do not match the watermarking_config validation bug in generation." + "reason": "CLIP/ViT test edits are unrelated to generation config watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization/padding fix and generation watermarking validation fix are distinct subsystems with different concrete bugs." + "reason": "FP8 quantization/loading fixes and generation watermarking validation are distinct code paths and failure modes." } ] }, @@ -19632,13 +19623,13 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43488-2", "nodes": [ @@ -19648,7 +19639,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "07e92e2030907ef9c61d9ba854b2050a1e777edbb76331ca8f26058f5fe16ded", + "prepared_review_unit_hash": "e88ff2644ffca14120b3956c80f871bd621fe816869a9c06620dedf87095d349", "component_budget": { "node_count": 2, "item_count": 2, @@ -19670,18 +19661,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: they share only one test file, but the substantive changes are unrelated. PR 43488 is a setup/dependency/version tweak, while PR 43532 is workflow and testing-infrastructure churn.", - "confidence": 0.97, + "summary": "These two pull requests are unrelated: one is a repo-bot/setup version-format test PR, the other rewires CI/workflow behavior and test utilities. The only overlap is a shared Vit test file, which is not enough to indicate the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43488 is the cleaner representative artifact if one must be chosen: it is narrowly scoped to setup/version and pytest dependency changes, unlike PR 43532 which spans workflows, testing utilities, and a test file.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43488 is the better standalone PR in this cluster because it has a focused, self-contained change set and a clear purpose; PR 43532 is broader and mixes unrelated CI/workflow edits.", + "best_pr_reason": "Neither PR is a strong canonical representative because they target different code paths and purposes; they should not be clustered as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is incidental. 43488 changes setup.py, dependency tables, and a vit test; 43532 changes GitHub workflows plus testing utilities and one test file. They do not fix the same concrete code-path problem and would not plausibly be merged into one PR." + "reason": "Different underlying changes: 43488 tweaks setup/versioning and a Vit test, while 43532 changes CI workflows, testing utilities, and reporting. Shared test-file overlap is incidental, not the same bug or fix." } ] }, @@ -19695,13 +19686,13 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43612-2", "nodes": [ @@ -19711,7 +19702,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "befbddf8eccc7c4a4bebb019f87ef8ff76cc79ec2fa5ffc5a17426a2b2ecfe2d", + "prepared_review_unit_hash": "7f7186956b7273bc67ae354680d3c2de05acc03c1f1a1263cd4d861d4c67ea0d", "component_budget": { "node_count": 2, "item_count": 2, @@ -19733,18 +19724,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are closely related infrastructure additions, but they implement different pipelines for different segmentation tasks: promptable concept segmentation vs promptable visual segmentation. They share framework/docs scaffolding, but not the same concrete change.", - "confidence": 0.97, + "summary": "These are related documentation/API additions for new segmentation pipelines, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the stronger representative because it has the broader implementation footprint, more model integrations, and more test coverage.", + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different pipeline additions with different model/docs/tests and are not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best standalone PR in this cluster since it appears more complete and covers a larger set of related model/pipeline updates.", + "best_pr_reason": "Neither PR is a duplicate of the other; if one must be highlighted, 43613 is slightly broader in model/test coverage, but it does not subsume 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: one adds Promptable Concept Segmentation and the other adds Promptable Visual Segmentation. Shared docs/pipeline boilerplate is not enough to treat them as the same change." + "reason": "Different underlying pipelines and code paths: concept segmentation vs visual segmentation. Shared scaffolding files are not enough to merge them as the same PR." } ] }, @@ -19758,13 +19749,13 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43651-2", "nodes": [ @@ -19774,7 +19765,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "9c075ace17a7d9cb31f85d216bcaee5988c0621a71f66b2c3a532fe5a839c87f", + "prepared_review_unit_hash": "ea7dbb2813a17d550e472787361097e3adfa2d4941ddf955b2b965131cb903d4", "component_budget": { "node_count": 2, "item_count": 2, @@ -19796,18 +19787,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py` and add custom-trainer extension points, but they address different behaviors: gradient-accumulation loss scaling vs. signature-based column filtering. They are not the same underlying change.", - "confidence": 0.91, + "summary": "Both items are open PRs in `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are not the same underlying change and should remain separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete, core-behavior change in `training_step` and is the better representative if one PR must be chosen for the cluster.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone representative because it directly changes loss normalization behavior in the main training path; PR 43663 is a separate refactor for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer code paths and different goals: PR 43651 changes loss normalization in `training_step`, while PR 43663 adds `_get_signature_columns` for data column filtering. They are related only by being extension hooks in the same file, not the same bug or mergeable fix." + "reason": "Different problems and code paths: 43651 adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss scaling, while 43663 adds `_get_signature_columns` to customize input column filtering. They are not plausibly one merged fix." } ] }, @@ -19821,13 +19812,13 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43656-2", "nodes": [ @@ -19837,12 +19828,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b6438405d02d812b6bd353d9fa03c0ac69e04fcfe2cbbba56da2f0d35e1c8927", + "prepared_review_unit_hash": "72ae7da7f2e8cd96f79590398fa4a3a322b5387a4d8b598d177b3e67738f8bdb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19850,7 +19841,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -19859,18 +19850,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file, but they address different TypeAdapter/typing failure modes, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "These are not duplicates: both PRs edit `src/transformers/cli/serve.py`, but they appear to fix different NameError cases in the CLI type-hint/runtime path. PR 43656 is a broader annotation/runtime typing cleanup, while PR 43842 specifically targets `TypeAdapter` import resolution when `pydantic` is absent.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43656 fixes a broader annotation/runtime NameError path in the CLI, while 43842 fixes a separate pydantic-optional import/type-hint issue in the same module.", + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs do not look like the same underlying fix and should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the better representative of the cluster because it addresses the more general CLI typing/runtime compatibility problem and has the more substantial fix; 43842 is a distinct narrower follow-up, not a duplicate.", + "best_pr_reason": "43842 is the more focused and clearly scoped fix for the `TypeAdapter`/`pydantic`-optional NameError in the CLI, with a minimal change set and an explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: both modify src/transformers/cli/serve.py, but they fix different underlying bugs. 43656 targets a TypeAdapter-related NameError caused by annotation evaluation/forward refs, while 43842 adds a guarded TypeAdapter import and quotes the annotation to handle the case where pydantic is not installed. Same file, different root cause and change." + "reason": "Reject: same file and similar title, but the diffs indicate different underlying problems. 43656 is a broader typing/annotation cleanup, while 43842 specifically handles `TypeAdapter` import availability when `pydantic` is not installed." } ] }, @@ -19884,7 +19875,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19950,13 +19941,13 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20017,8 +20008,8 @@ "pull_request:44059|pull_request:44086", "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44722", - "pull_request:44018|pull_request:44071", "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", @@ -20028,8 +20019,8 @@ "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", + "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44068", "pull_request:44101|pull_request:44161", @@ -20062,373 +20053,421 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "14e20b0aeff73c27600221af79f4db67d1007dac321816441ddeef6e3ed01aae", + "prepared_review_unit_hash": "f67088dd7737804559862bf5f0059202ee3f32f8f215ea1553b42b6f28b4a363", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75092, - "estimated_input_tokens": 18773, - "estimated_eval_tokens": 37802 + "serialized_chars": 75088, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of independent model-by-model refactors to the new output-capturing/decorator interface. The only clear duplicate-style overlaps are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J variants that touch the same GPT-J code path.", - "confidence": 0.91, + "summary": "Mostly a broad output-tracing refactor cluster across unrelated models. The only true duplicate/mergeable pairs are within the same concrete GPT-J/CodeGen and GPT-Neo code paths; the RegNet/FNet-CVT pair must be rejected because they are different architectures and not mergeable as one bugfix. I kept the triage conservative and only accepted same-file, same-change pairs.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44066 is the strongest representative: it has an explicit issue link, cleanly targets the GPT-J/CodeGen output-tracing refactor, and is broader than the narrower GPT-J-only variants.", + "canonical_pr_reason": "PR 44722 is the best canonical representative because it is the most consolidated GPT-J/CodeGen output-tracing refactor, spans the copied code paths in both files, and matches the shared change pattern most completely.", "best_issue_reason": null, - "best_pr_reason": "PR #44066 is the best overall representative because it is explicitly tied to the tracking issue and covers the same standardized output-tracing change with the clearest context.", + "best_pr_reason": "PR 44722 is the strongest single representative of the cluster\u2019s real duplicate core: the GPT-J/CodeGen output-tracing migration. It is the most complete version of that concrete change and is mergeable with the other GPT-J variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different forward paths; both are output-tracing refactors, but not the same concrete change." + "reason": "Different model families/code paths (FNet/CVT vs GPT-J); shared issue target alone is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Unrelated model implementations; shared issue target is not enough to make these duplicates." + "reason": "Different model families and concrete refactors; only the output-tracing theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same code path; these look like duplicate variants of the same change." + "reason": "Same GPT-J output-tracing refactor in the same code path; these are mergeable variants." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different architectures and files; this is the same refactor theme, not the same underlying bug/change." + "reason": "RegNet vs EfficientNet are different models and changes; same refactor theme only." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths; both are standardized tracing refactors, but not the same PR-worthy change." + "reason": "Different model families and code paths; not the same concrete bugfix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet: different models, different code paths, and not mergeable as one fix." + "reason": "GPT-J/CodeGen vs EfficientNet; only the standardized tracing pattern is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations; same issue link does not imply duplication." + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Different models and different output-tracing behavior; not the same concrete fix." + "reason": "GPT-J/CodeGen vs MGP-STR; same framework idea, different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; same general refactor pattern, but not the same underlying change." + "reason": "GPT-J/CodeGen vs MPT; not the same underlying change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same modeling file and appear to fix the same change." + "reason": "Same GPT-Neo output-tracing migration in the same file/copy path; mergeable variants." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families and different files; the overlap is only in the refactor theme." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; these are separate model-specific refactors." + "reason": "GPT-J/CodeGen vs GPT-Neo; related refactor style, but different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet refactor versus GPT-J/CodeGen refactor; not the same code-path problem." + "reason": "ResNet vs GPT-J/CodeGen; different model families and code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations; shared issue target would not make them duplicates." + "reason": "MGP-STR vs GPT-J/CodeGen; only the decorator migration is common." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model implementations and different fixes." + "reason": "ResNet vs GPT-J; different concrete model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated code paths." + "reason": "GPT-Neo vs ResNet; same refactor theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same refactor style, but not the same bug/change." + "reason": "ResNet vs MPT; unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models with different output logic." + "reason": "GPT-Neo vs Flaubert; different model families/code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different concrete refactor." + "reason": "GPT-Neo vs GPT-J/CodeGen; related theme, not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model implementations." + "reason": "GPT-Neo vs Flaubert; only the output-tracing framework overlaps." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT versus GPT-J/CodeGen are different code paths and not mergeable into one PR." + "reason": "MPT vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." + "reason": "GPT-Neo vs GPT-J; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo vs MGP-STR; different concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR do not share the same underlying change." + "reason": "GPT-Neo vs MGP-STR; same refactor style only." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT and GPT-J are different code paths." + "reason": "MPT vs GPT-J; unrelated model code." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model-specific refactors." + "reason": "GPT2 vs MGP-STR; different code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different implementations; not the same fix." + "reason": "GPT-J vs MGP-STR; only the output-tracing migration is shared." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 versus GPT-J/CodeGen; they only resemble each other at the refactor pattern level." + "reason": "GPT2 vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different architectures and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; same refactor theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; different concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBert; different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer vs GPT-Neo; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different concrete code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and MPT are separate model code paths." + "reason": "MPT vs SpeechT5; unrelated model implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families." + "reason": "TextNet vs Flaubert/XLM; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated changes." + "reason": "RegNet vs GPT-Neo; different model families." }, { - "left": "pull_request:44017", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are different implementations and not the same fix." + "reason": "MPNet vs LongT5; different model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and ViLT are different model-specific output-tracing refactors." + "reason": "RegNet vs LongT5; same refactor theme only." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing work on the same affected code path; these are duplicate variants of the same refactor." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing change in the same file, so they look like duplicate implementations of the same fix." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated code paths." + "reason": "TextNet vs LongT5; different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and ViLT are separate model implementations." + "reason": "GPT-Neo vs LongT5; unrelated implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are different model-specific changes." + "reason": "RegNet vs MPT; different concrete model paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and Flaubert are unrelated implementations." + "reason": "SqueezeBERT vs MPT; different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and GPT-Neo are different models and different code paths." + "reason": "MPT vs SpeechT5; different code paths." }, { - "left": "pull_request:44101", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "Flaubert and LongT5 are unrelated model refactors." + "reason": "SqueezeBERT vs VisualBert; same theme only." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SegFormer and GPT-Neo are different model families." + "reason": "RegNet vs TextNet; different concrete implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated changes." + "reason": "SqueezeBERT vs GPT-Neo; unrelated model code." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 do not share the same underlying code-path change." + "reason": "MPNet vs LongT5; not the same change." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are different model-specific refactors." + "reason": "RegNet vs MPT; different code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "TextNet and LongT5 are unrelated implementations." + "reason": "FNet/CVT vs SegFormer; only the output-tracing pattern overlaps." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and SpeechT5 are separate model code paths." + "reason": "SqueezeBERT vs DeBERTa; different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and Flaubert are different models and different fixes." + "reason": "DeBERTa vs TextNet; unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBert and MPT are unrelated model implementations." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration; 44722 is the consolidated follow-up." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and ViLT are different code paths." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; these are mergeable." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are different model-specific changes." + "reason": "GPT-J vs SpeechT5; same issue tag does not make them duplicates." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "MPT and SpeechT5 are unrelated implementations." + "reason": "FNet/CVT vs RegNet are different architectures and code paths; not mergeable as one fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different models and fixes." + "reason": "FNet/CVT vs SpeechT5; different models and code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are unrelated code paths." + "reason": "DeBERTa vs SpeechT5; different concrete changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model-specific refactors." + "reason": "DeBERTa vs ViTS; unrelated model implementations." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: most items are model-specific output-tracing refactors, and the only clearly overlapping clusters are the GPT-Neo pair and the GPT-J/CodeGen variants that share the same GPT-J code path. The accepted soft-edge pairs are conservative enough, and the false pairs are reasonably rejected as different model/code paths rather than the same mergeable bugfix." + "accept": false, + "feedback": "Reject: one soft-edge acceptance is not grounded in the packet. The verdict for pull_request:43996 vs pull_request:44007 claims they are the same RegNet refactor in the same file, but 43996 is actually FNet/CVT (src/transformers/models/cvt/modeling_cvt.py and fnet), while 44007 is RegNet/ResNet/RT-DETR ResNet. Those changes do not look mergeable into a single PR for the same bugfix, so this should have stayed rejected. The rest of the summary is broadly conservative, but this over-acceptance is enough to fail precision." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20436,13 +20475,13 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -20463,70 +20502,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "f3ab3b81e035fb335e7662dd1c4281716cc1ca48aaf166aae8cb6179fd2e8090", + "prepared_review_unit_hash": "8a73d03bd947d99ddd94c9898e645f395b4253e949bd54821359196dad8d3464", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing / capture_outputs, but they do not appear to be duplicates of each other; each one targets a different model implementation and code path.", + "summary": "These are all model-specific PRs for the same broad refactor theme (standardized output tracing / capture_outputs), but they target different code paths and models, so they should not be deduplicated into one change.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44129 is the strongest anchor for the cluster because it has the clearest concrete scope and an explicit issue target, making it the most traceable representative of this refactor pattern.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the best overall representative: it is well-scoped, explicitly linked to an issue, and clearly shows the standardized output capture migration in a concrete model path.", + "best_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern, but it is still only a VisualBERT-specific implementation and not a duplicate of the other model PRs.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different models (FocalNet vs ImageGPT) and separate forward paths; they share a refactor pattern, not the same underlying bug or change." + "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and separate code paths." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are unrelated model implementations; both migrate output tracing, but they are independent code changes." + "reason": "Same refactor style, but VisualBERT and TextNet are distinct implementations with model-specific output handling." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different encoder/attention stacks; this is the same modernization theme, not a single fix that could be merged as one PR." + "reason": "Different models and different encoder/attention internals; similar pattern only, not the same bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model-specific refactors with distinct code paths, so they are not duplicates." + "reason": "MPNet and TextNet are separate model refactors, not one mergeable fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures and files; the similarity is only the shared output-capture migration pattern." + "reason": "RegNet and SqueezeBert are unrelated model implementations; they share only the generic output-tracing migration theme." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 target different model internals and do not look like the same concrete bug or change." + "reason": "SpeechT5 has its own explicit tracing/output change and issue link, but it is not the same concrete change as SqueezeBert." } ] }, @@ -20540,13 +20579,13 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43998-14", "nodes": [ @@ -20611,298 +20650,298 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "61a532f1798eb4553a6959b16cc3cca63158678d656e7d6a747da4411fbbf675", + "prepared_review_unit_hash": "441dc81ff174ce062fff68486e2b318c0e764787885a129d2ac7c3c19d552f9a", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43572, - "estimated_input_tokens": 10893, - "estimated_eval_tokens": 22042 + "serialized_chars": 43568, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 44, - "serialized_chars": 43572, - "estimated_input_tokens": 10893, - "estimated_eval_tokens": 22042 + "serialized_chars": 43568, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of independent, model-specific output-tracing refactors plus one unrelated modular-conversion performance PR; they share a theme but not the same underlying bug or change.", - "confidence": 0.95, + "summary": "These PRs are all related to the same broad refactor theme (output tracing / can_return_tuple), but they touch different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most substantial and coherent representative of the theme: it updates two closely related Mamba/FalconMamba implementations and adds the core output-capturing plumbing.", + "canonical_pr_reason": "No single canonical PR: each change is scoped to a different model or utility path, so there is no one PR that subsumes the others as a duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best representative PR in the set because it makes a concrete code-path change across related implementations, rather than a narrow model-local refactor or unrelated utility tweak.", + "best_pr_reason": "PR 44025 is the most coherent multi-file model refactor in the set, but it is still only the Depth Anything family and not a duplicate target for the rest.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and files; same refactor theme, not the same change." + "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." + "reason": "Different model families and forward paths; only the output-tracing pattern matches." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; no shared concrete bug or patch." + "reason": "Separate model implementation (`timm_backbone` vs `univnet`), so not one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; PR 44003 is Mamba-specific output-capture work." + "reason": "`timm_backbone` and `falcon_mamba/mamba` are unrelated code paths; refactor theme alone is insufficient." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and modules; both are tracing refactors but not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and forward paths; only a broad naming similarity." + "reason": "`timm_backbone` and `rwkv` touch different code paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Model refactor vs modular-conversion tooling; completely different change types." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models." + "reason": "Different models (`mobilenet_v1` vs `univnet`); same tracing cleanup pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; not the same underlying fix." + "reason": "Different subsystems and forward logic; not the same underlying bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs DepthAnything/PromptDepthAnything are separate model-specific refactors." + "reason": "Different model families; both refactor outputs, but they do not fix the same code path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and implementation targets." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations, so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated changes." + "reason": "Different encoder-decoder stack vs MobileNet; too broad a similarity to merge." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet do not share the same code-path problem." + "reason": "`vision_text_dual_encoder` and `univnet` are different model paths; same refactor intent only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different refactor scopes." + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); not a duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder is unrelated to Mamba/FalconMamba." + "reason": "Different architectures and outputs; similar API cleanup, not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families; same pattern does not make them duplicates." + "reason": "Distinct model families and output contracts; not the same concrete bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model implementations." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44003", - "accept": false, - "reason": "Different code paths and model architectures." + "reason": "`univnet` and `upernet` are unrelated models; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs DepthAnything are distinct changes." + "reason": "Different model families and code paths; not plausibly one merged PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated models." + "reason": "`upernet` and `rwkv` are unrelated implementations; same tracing cleanup is too generic." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "No shared underlying bug; different model stacks." + "reason": "Different model stacks (`upernet` vs `falcon_mamba/mamba`); not the same underlying fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba output tracing and CodeGen cache/output refactor are different code paths." + "reason": "`mamba`/`falcon_mamba` versus `codegen` are different code paths; not duplicate changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated." + "reason": "Different model architectures and files; same broad refactor theme is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen touch different model implementations." + "reason": "`univnet` and `codegen` are unrelated; these are not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and fixes." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are not the same change." + "reason": "Different model code paths and APIs; refactor similarity only." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate model-specific updates." + "reason": "Different wrapper models (`depth_anything` vs `vision_encoder_decoder`); not one duplicate bug." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder do not share a concrete code-path bug." + "reason": "Separate model families; output-tracing refactor alone does not make them duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated model implementations." + "reason": "Different models and return types; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and different forward logic." + "reason": "`depth_anything` and `rwkv` are unrelated code paths; reject as duplicate." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate refactors." + "reason": "Different models (`depth_anything` vs `dpr`); same API cleanup only." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder-decoder wrappers, but for different modalities and code paths." + "reason": "Encoder-decoder wrappers for different modalities; not the same underlying fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated." + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no shared code path." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no shared concrete fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; only the refactor theme overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are separate changes." + "reason": "Different model implementations and outputs; not a duplicate PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint do not overlap in code path." + "reason": "`speech_encoder_decoder` and `superpoint` are separate model paths; not mergeable as one change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and implementation details." + "reason": "Different architectures and return paths; same tracing refactor pattern only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are unrelated refactors." + "reason": "`speech_encoder_decoder` and `dpr` are unrelated implementations; reject as duplicate." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are distinct model families." + "reason": "Different models (`superpoint` vs `rwkv`); too little overlap beyond cleanup style." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are unrelated." + "reason": "`superpoint` and `dpr` do not share the same code path or bug." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR touch different model code paths." + "reason": "Different model families and forward contracts; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Model output-tracing refactor vs modular-conversion process-pool optimization." + "reason": "Model code refactor vs modular conversion tool change; entirely different area." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "SpeechEncoderDecoder refactor is unrelated to the utility performance change." + "reason": "Unrelated model wrapper refactor and tooling optimization; not duplicates." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "RWKV model refactor vs build-tool optimization are not duplicates." + "reason": "`rwkv` model code and modular-conversion utility are unrelated changes." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "SuperPoint model refactor and modular conversion speedup are unrelated." + "reason": "Different subsystem and intent; not the same underlying fix." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "Timm backbone output tracing and modular conversion pool reuse are different concerns." + "reason": "`timm_backbone` model refactor and conversion-tool pool reuse are unrelated." } ] }, @@ -20916,13 +20955,13 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44662-2", "nodes": [ @@ -20932,12 +20971,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "ca8ba213507c934f50a6eb5e2e3c3ca7171587100d6bf8165beb9a109919ef88", + "prepared_review_unit_hash": "0f63a06fc8dbd3976104c21a78ed74a1b2d3f8ae59a39dc69c361623771c71d6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20945,7 +20984,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6550, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -20954,18 +20993,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one adds PenguinVL vision-language support, the other adds Voxtral TTS text-to-speech support. The overlap is limited to shared Transformers integration plumbing and docs, which is expected for unrelated model additions.", + "summary": "These are two unrelated model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They only overlap on standard Transformers integration files and documentation plumbing, not on the same concrete bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44662 is the stronger representative of the cluster: it is a non-draft, broader model implementation with substantial tests and review activity. PR 45401 is draft and tied to a specific issue for a different model.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 44662 is the best overall fit because it is the more mature and complete implementation PR; PR 45401 is still draft and addresses a different model entirely.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes and model families (PenguinVL vs Voxtral TTS); shared auto/docs files are generic scaffolding, not the same code-path fix." + "reason": "Different model additions with different targets and code paths. Shared auto/docs scaffolding is generic Transformers integration work, not evidence of the same underlying change." } ] }, @@ -20979,13 +21018,13 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44979-4", "nodes": [ @@ -20999,12 +21038,12 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "c5b8436df3cd09f626c0ebeb1f06469702687290f73ae45ce107834078a4dc24", + "prepared_review_unit_hash": "016a1a9f0a1bf5064a8a01b24b8c6f384adcce21f9f1ddd5b589c49bb646b70f", "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 }, @@ -21012,7 +21051,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9634, + "serialized_chars": 9635, "estimated_input_tokens": 2409, "estimated_eval_tokens": 5074 }, @@ -21021,50 +21060,53 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are closely related but look like a sequence of incremental PRs around module/kernel fusion, not clear duplicates. The earliest PR defines a module-fusion API, the next two wire n-to-1 kernel fusion through `KernelConfig`, and the latest one further extends/simplifies that path.", - "confidence": 0.72, + "summary": "This cluster is a single feature line around n-to-1 kernel fusion / `KernelConfig`, with one foundational API PR and two later extensions/refinements. The newest PR appears to subsume the earlier work best.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46339 is the broadest and latest iteration in the same feature line, touching the core loading path, hub-kernel integration, modeling utils, and tests. It is the best representative of the cluster even though the other PRs are earlier or narrower steps.", + "canonical_pr_reason": "PR 46339 is the broadest and latest representative of the same kernel-fusion feature line, explicitly extending and simplifying `KernelConfig` across the shared loading/integration paths.", "best_issue_reason": null, - "best_pr_reason": "PR #46339 is the strongest cluster representative because it covers the most complete n-to-1 kernel-fusion implementation and refinement. It is more central than the earlier API groundwork in #44979 and the intermediate KernelConfig PRs #45363 and #45666.", + "best_pr_reason": "PR 46339 is the best single representative because it covers the shared code paths, reflects the mature form of the feature, and likely supersedes the earlier kernel-fusion iterations.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related feature area, but #44979 introduces a lower-level Module Fusion API while #45363 implements KernelConfig-based n-to-1 kernel fusion wiring. They operate at different abstraction layers and could plausibly both exist." + "reason": "Related area, but not the same concrete change: 44979 introduces a module-fusion API foundation, while 45363 implements n-to-1 kernel fusion via `KernelConfig`. They could coexist as separate PRs." }, { "left": "pull_request:45363", "right": "pull_request:46339", - "accept": false, - "reason": "Both target KernelConfig-based kernel fusion, but #46339 is an extended/simplified follow-up that changes the loading internals and related tests. This looks like iterative feature evolution, not the same concrete change set." + "accept": true, + "reason": "These appear to target the same underlying kernel-fusion feature and code paths, with 46339 reading like an extension/simplification of 45363 rather than a separate change." }, { "left": "pull_request:45666", "right": "pull_request:46339", - "accept": false, - "reason": "These are in the same n-to-1 fusion line, but #46339 is a further refinement of the KernelConfig path rather than the same fix. The overlap is thematic, not enough to treat them as duplicates." + "accept": true, + "reason": "Both are about the same `KernelConfig` n-to-1 kernel fusion mechanism and touch the same loading/integration files; 46339 looks like a refinement of the earlier implementation." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44979 is a foundational Module Fusion API PR, while 45363, 45666, and 46339 are all clearly in the n-to-1 KernelConfig kernel-fusion line. The soft-edge verdicts are conservative overall: 44979 vs 45363 is correctly treated as related but not the same concrete change, and the later pairs have enough title/diff overlap and shared files to plausibly be mergeable as a single feature-line PR. No overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45086-2", "nodes": [ @@ -21074,7 +21116,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ad5b7b974127af1ac58805b9954b7eff5870d1708395d5ddc5faa2ea8bff0dff", + "prepared_review_unit_hash": "55ba3182326445c6c6ec1db56cdf5337009b28cce93f4be57ad3d5335de4fa75", "component_budget": { "node_count": 2, "item_count": 2, @@ -21096,18 +21138,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same AttributeError in `_patch_mistral_regex` for Mistral regex patching and make the same code-path change in `tokenization_utils_tokenizers.py`; 45317 adds test coverage, so it is the better canonical PR.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the more complete version of the same fix: it changes the same Mistral pre-tokenizer AttributeError path and includes tests, making it the best representative of the change.", + "summary": "Both pull requests are effectively the same fix for the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` and target the same issue (#45081). PR 45317 is the stronger representative because it includes the code fix plus a test update.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is present in this cluster; both PRs point to issue #45081.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same code-path fix as 45086 and also adds a test file, making it the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 best represents the cluster because it addresses the same concrete bug as 45086 but is more complete and verifiable thanks to added tests.", + "best_pr_reason": "45317 is the best representative PR: same underlying fix as 45086, same target issue, and it includes additional test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in `_patch_mistral_regex`; the second PR is essentially the first fix plus tests, so they could plausibly be merged into one PR." + "reason": "Same underlying bug fix in `_patch_mistral_regex`/`fix_mistral_regex=True`, same changed code path and issue target; 45317 is just the more complete version with tests." } ] }, @@ -21121,13 +21163,13 @@ { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45115-2", "nodes": [ @@ -21137,7 +21179,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "f065779885911f5876220b1a37e5b0d839fc1b48fafdf45954507aaff3ba99f1", + "prepared_review_unit_hash": "a73e4e0d0aa7b0d550beb7e5f227d4df55c5e9d944e1b86fc4a897ac1cf61dc6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21159,18 +21201,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH work items, but they are not duplicates: one is a focused refactor to make `nemotron_h` inherit GraniteMoeHybrid-style mappings, while the other splits NemotronH into new `dense` and `sparse` model families with docs/tests updates.", - "confidence": 0.89, + "summary": "These are related NemotronH work items, but they are not the same change: one is a narrow conversion-mapping/refactor PR, the other is a broader architecture split that introduces NemotronH Dense/Sparse variants and documentation updates. The soft duplicate edge should be rejected.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45115 is the tighter, more central refactor around `nemotron_h` model inheritance and checkpoint conversion mapping; it best represents the core architecture change.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH redesign: it adds the dense/sparse model variants, updates auto-mapping and docs, and appears to subsume the architectural direction of the smaller refactor.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the broader umbrella change, adding the new NemotronHDense/NemotronHSparse packages, auto-mapping updates, docs, and tests, so it is the strongest representative PR for the overall cluster.", + "best_pr_reason": "PR 45569 is the best representative of the cluster because it touches the main model evolution and user-facing packaging changes, while PR 45115 is a narrower internal conversion-mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They touch overlapping NemotronH code, but the underlying changes differ: #45115 is a conversion/refactor for `nemotron_h` inheritance and weight mapping, while #45569 introduces separate dense/sparse model variants and documentation. Not the same concrete fix/change." + "reason": "They share NemotronH files, but the changes are not the same concrete fix. 45115 is a focused conversion-mapping/refactor PR, while 45569 is a larger split into nemotron_h_dense and nemotron_h_sparse with docs and auto-mapping updates. They could not plausibly be merged as one PR without conflating distinct work." } ] }, @@ -21184,13 +21226,13 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45332-2", "nodes": [ @@ -21200,7 +21242,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3de0e6fd4c88346f1ec5586ed67ff4a76234f561d432b3d74d1fc42c34773f1c", + "prepared_review_unit_hash": "aa0c570a6c77693f650b4fe8f57041a0a6fbb3618be39ca645b702c959d1ef70", "component_budget": { "node_count": 2, "item_count": 2, @@ -21222,18 +21264,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related feature work for heterogeneous per-layer support, but they are not duplicates: one is config-only while the other is a broader model/runtime implementation that appears to build on the same feature area.", - "confidence": 0.89, + "summary": "These are related but not duplicates: PR #45333 adds heterogeneous per-layer config support, while PR #45332 is a broader follow-on that also changes cache, masking, modeling, integrations, and tests for heterogeneous model execution. They share some configuration plumbing, but they are not the same underlying code change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45332 is the broader umbrella PR: it spans config, modeling, cache, masking, and tests, so it is the more representative and complete change for the heterogeneous support effort.", + "canonical_pr_reason": "PR #45332 is the better umbrella candidate because it subsumes config handling and extends it into the actual heterogeneous modeling/runtime paths (cache, masking, modeling, integrations).", "best_issue_reason": null, - "best_pr_reason": "pull_request:45332 is the best cluster representative because it covers the larger end-to-end code path, whereas pull_request:45333 is narrower and focused on per-layer config plumbing.", + "best_pr_reason": "PR #45332 is the most comprehensive representative of the heterogeneous-model work; PR #45333 is a narrower prerequisite/config layer and not interchangeable with the broader runtime change.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related, but not the same concrete change. 45333 is specifically per-layer configuration support, while 45332 is a broader heterogeneous model/runtime PR that only overlaps partially and would not plausibly be merged as a single duplicate PR." + "reason": "Shared heterogeneity/config files do not make these duplicates. #45333 focuses on per-layer configuration API support, while #45332 adds broader runtime/modeling behavior that could not simply be merged into the config-only PR." } ] }, @@ -21247,13 +21289,13 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45415-2", "nodes": [ @@ -21263,7 +21305,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "464b0b9f7f1ed0cc6a2da261c4bf3d1ee2a4c944130c7e7b3a0af50e4e453f7d", + "prepared_review_unit_hash": "ba605432e20257d30e9752f866b3a3cd94774bbd43badd8e4ca258be5bdc4d52", "component_budget": { "node_count": 2, "item_count": 2, @@ -21285,18 +21327,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking pass, while #45425 adds specific typing protocols/helpers around modeling_utils and PEFT integration. They overlap in a few files, but the underlying work is distinct.", - "confidence": 0.91, + "summary": "These are both typing-focused PRs, but they target different levels of change: one is a broad repository-wide type-checking cleanup, while the other adds specific typing protocols and helpers for a narrower modeling_utils/PEFT-related area. The overlap is too superficial to treat them as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader umbrella typing pass and is the better cluster anchor if one PR must represent the group.", + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it updates pyproject typing ignores and touches many transformers modules in a repo-wide type-checking pass. It is the best representative of the cluster if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the most representative of the shared theme because it covers the widest set of typing-related edits across transformers code.", + "best_pr_reason": "PR #45415 is the strongest single candidate because it spans the widest scope and best captures the overall typing-cleanup theme of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing cleanup and a few overlapping files do not make these the same concrete change; #45415 is a broad type-checking sweep, while #45425 focuses on adding typing support for specific modeling/PEFT interfaces." + "reason": "Both are typing-related, but #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing protocol/type-alias work for modeling_utils and related integrations. They do not appear to fix the same concrete bug or change the same code path, and would not naturally merge into one PR." } ] }, @@ -21310,13 +21352,13 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45513-2", "nodes": [ @@ -21326,12 +21368,12 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "99039affb712bfb8dc6f0c18b39118178a23be63c05fe5f45554d346be360651", + "prepared_review_unit_hash": "50edc7f94b6f0987fd8f5c63470a53aff710585089ed308d2d86ec08319e9dcc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21339,7 +21381,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4857, + "serialized_chars": 4858, "estimated_input_tokens": 1215, "estimated_eval_tokens": 2686 }, @@ -21348,18 +21390,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs look superficially similar because both adjust cached-forward logic for seq_len > 1, but they target different model families and different code paths. They are not the same underlying fix and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Two open PRs both address cached multi-token forward behavior, but they target different model families and different implementation paths. They are related conceptually, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR 45513 fixes Qwen3.5/Olmo hybrid cached multi-token forward behavior, while PR 46084 fixes Mamba2 use_cache handling for seq_len > 1; they are distinct bugs in different implementations.", + "canonical_pr_reason": "PR #46084 is the more canonical representative: it has an explicit issue target, is tightly scoped to one concrete cache bug in Mamba2, and the diff is focused on a single code path.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global duplicate representative here because the fixes are architecture-specific and not mergeable into one change.", + "best_pr_reason": "PR #46084 is the best overall PR candidate because it most clearly fixes one specific, reproducible bug (`use_cache` with `seq_len > 1`) and is easier to map to a single underlying defect than the broader multi-model cache-forward PR.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and code paths: 45513 changes cached multi-token forward in Qwen3.5/Olmo hybrid linear attention, while 46084 changes Mamba2 CUDA-kernel cache handling for seq_len > 1. Similar pattern, but not the same fix." + "reason": "Both involve cached forward behavior, but they are for different architectures (Qwen3.5/OLMo hybrid GDN linear attention vs Mamba2) and different code paths. They are not the same concrete bug and would not plausibly be merged into one PR." } ] }, @@ -21373,13 +21415,13 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45548-2", "nodes": [ @@ -21389,7 +21431,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0e3bfa0b20b296747788d4ae1f96ff061e338e716f324b4a54d986e8f3032b2d", + "prepared_review_unit_hash": "6820625e613c7629bd77d22595edb044aa34c63ab7b5bb4f461fbd4ba8ed65cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -21411,18 +21453,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (expert parallel loading), but they fix different concrete bugs in different distributed code paths: one targets DeepSpeed ZeRO-3/accelerate config handling, the other FSDP2 expert parameters being overwritten after load. They should not be merged as duplicates.", - "confidence": 0.92, + "summary": "These two PRs both touch expert-parallel loading, but they fix different bugs: one is about serializing/deriving EP config for accelerate/ZeRO-3 loading, the other is about preventing FSDP2 rank-0 broadcast from overwriting expert parameters. They should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete, self-contained bug fix with a specific failure mode and loading code path; PR #45548 is a separate configuration/initialization issue.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the better representative of the broader EP-loading class because it addresses the actual parameter-loading path across multiple modules and fixes the overwrite behavior directly, whereas #45548 is narrower and backend-specific to config serialization/EP detection.", + "best_pr_reason": "PR #45662 best represents the cluster if one must be chosen: it has the clearest concrete symptom and targeted fix, while #45548 addresses a different EP-related loading/configuration path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different bugs and code paths: #45548 fixes distributed_config serialization and an EP flag for DeepSpeed ZeRO-3/accelerate loading, while #45662 fixes post-load sharding/wrapping so FSDP2 experts are not overwritten by rank-0 broadcast. Same subsystem, but not the same underlying change." + "reason": "Both are EP-related, but #45548 fixes distributed_config serialization and a has_ep helper for accelerate/ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during FSDP2/post-shard loading. Different code paths and failure modes." } ] }, @@ -21436,13 +21478,13 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -21452,7 +21494,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "0dc5c6de84de0b916e5eda98778c80c03d5525729d74c835a78844be56aba154", + "prepared_review_unit_hash": "a80383461754144d57006fc15ad1b984de9c65ca49f3b38167dd51e5591006e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21474,18 +21516,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision around captured_info artifacts in testing_utils; #45645 is a broader superset that also updates CI log collection, but the core bugfix overlaps with #45639.", - "confidence": 0.9, + "summary": "Both PRs address the same xdist collision around captured_info debug artifacts in testing_utils; #45645 appears to be the more complete version because it includes the core file-writing fix plus CI/workflow handling for multiple captured files.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the same captured_info xdist-safe fix and also includes the CI-side handling needed to read multiple worker outputs.", + "canonical_pr_reason": "PR #45645 is the better canonical representative: it includes the core xdist-safe output path change and the downstream workflow update needed to consume multiple captured_info files, so it covers the broader finalized fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it addresses the core collision plus the downstream log-consumption path, making it the more complete fix for the shared issue.", + "best_pr_reason": "PR #45645 is the strongest overall fit because it solves the same captured_info collision bug as #45639 but in a more complete way, with both the producer-side fix and consumer-side CI adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete captured_info xdist collision in testing_utils; #45645 extends the same change set with workflow log aggregation, so they are mergeable as one PR." + "reason": "Same underlying bug: xdist collisions for captured_info debug output. #45639 is the producer-side fix, and #45645 extends the same change with artifact collection updates, so they could plausibly be merged into one PR." } ] }, @@ -21499,13 +21541,13 @@ { "label": "pull_request", "component_index": 25, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45670-3", "nodes": [ @@ -21517,12 +21559,12 @@ "pull_request:45670|pull_request:46320", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "b7c8b9cde6398b4481f98a96cfb272a7f71a45f47ecac57ae6991ca97f83bea1", + "prepared_review_unit_hash": "c2aa82e5d6ce5e64404f0ab532c7167dc40fa44da98814fde56134b8e0d9c8dd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7029, + "serialized_chars": 7030, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21530,7 +21572,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 7029, + "serialized_chars": 7030, "estimated_input_tokens": 1758, "estimated_eval_tokens": 3772 }, @@ -21539,24 +21581,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster contains three unrelated PRs: one auto-model registration fix for GLM ASR, one RecurrentGemma SDPA dispatch update, and one BLIP-2/InstructBLIP/InstructBLIPVideo SDPA dispatch update. The latter two are thematically similar but target different model code paths and should not be merged as duplicates.", - "confidence": 0.93, + "summary": "These PRs are thematically similar only at a high level, but they target different model families and code paths. The RecurrentGemma attn-dispatch work is separate from the BLIP-2/InstructBLIP SDPA dispatch work, and the AutoModel registration tweak is unrelated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46320 is the most self-contained representative of the cluster: it makes a concrete RecurrentGemma attn_implementation dispatch change with supporting mapping/docs/tests.", + "canonical_pr_reason": "No true canonical PR here: 46320 and 46401 both add attn_implementation support, but for different model families and non-overlapping code paths; 45670 is a separate AutoModel mapping fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46320 is the best representative PR overall because it contains a focused model-specific implementation change plus test and mapping updates, making it the clearest exemplar of the cluster's general theme.", + "best_pr_reason": "PR 46320 is the closest representative of the shared theme because it is the broader attn_dispatch implementation work, but it should not be treated as a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different changes: GLM ASR auto-class registration versus RecurrentGemma SDPA dispatch support. They touch unrelated model paths and are not the same underlying bug/change." + "reason": "Different changes: AutoModel registry mapping for glmasr vs RecurrentGemma attn_implementation support. Different files, models, and code paths." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern SDPA dispatch, but for different model families and code paths (RecurrentGemma vs BLIP-2/InstructBLIP). They are similar refactors, not one mergeable fix." + "reason": "Both add attn_implementation dispatch, but for different concrete architectures (RecurrentGemma vs BLIP-2/InstructBLIP). Not the same bug/change and not plausibly one merged PR." } ] }, @@ -21570,13 +21612,13 @@ { "label": "pull_request", "component_index": 26, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45720-2", "nodes": [ @@ -21586,40 +21628,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e1985a15e69f88bbdec7129b1cac896dc4df3457951a03c7807bdc6718d171df", + "prepared_review_unit_hash": "09d17c4d61a55028d62c3c78847528cb9fe09ee63624c9a628b83cedd92505b6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7187, - "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": 7187, - "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": "The two PRs are both linter-rule implementations, but they target different rules and different code paths: TRF003 for model forward return-dict/tuple handling, and TRF018 for image/video processor boolean flags. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "The two pull requests are both linter/rule work, but they address different underlying problems in different code paths: TRF003 for model forward return behavior, and TRF018 for image/video processor boolean flag propagation. They are not duplicates and should not be merged into one PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46259 is the better representative of the cluster because it is a self-contained rule introduction with an accompanying docs update and broad implementation across many image/video processor classes.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone change for this cluster: it clearly defines the rule, updates the documentation, and includes the relevant code changes in one place.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules, different affected subsystems, and different behavioral changes. Shared files are incidental overlap across modeling modules, not evidence of the same fix." + "reason": "Different rule targets and code paths: 45720 fixes TRF003 around `forward(...)/return_dict` handling in model classes, while 46259 adds TRF018 for `do_*` flags consumed by image/video processor preprocess overrides. They do not appear to fix the same concrete bug or change." } ] }, @@ -21633,7 +21675,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21699,13 +21741,13 @@ { "label": "pull_request", "component_index": 28, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45932-2", "nodes": [ @@ -21715,40 +21757,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "f1dcb7876c3fa7efe72f0f9ee2b90727f13b946afbb5ee063739e698fb21629c", + "prepared_review_unit_hash": "6a1cbccc9d5e70c554c7a935fafe4204b836095736aa67c83bc3f861d28237e7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, - "estimated_input_tokens": 1075, - "estimated_eval_tokens": 2406 + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates: one is a broad real code/config change, the other is an intentionally failing test-migration PR. They do not fix the same underlying issue or change the same code path.", - "confidence": 0.98, + "summary": "These are not duplicates of the same fix/change. PR 45932 is a broad model/runtime change set with workflow and model code edits, while PR 46100 is a tiny test-only PR that injects failing assertions. They target different purposes and would not plausibly be merged as one change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the better canonical representative because it contains the substantive production/workflow changes across model code and CI secrets, whereas PR 46100 is just a test file with deliberate failures.", + "canonical_pr_reason": "PR 45932 is the better cluster representative because it contains the substantive code/workflow changes; PR 46100 is a trivial test-only migration/sabotage PR and does not represent the underlying code change theme of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best overall representative of the cluster since it reflects an actual functional change; PR 46100 is clearly a non-production/test-only placeholder and not suitable as the cluster exemplar.", + "best_pr_reason": "PR 45932 is the strongest standalone PR in the set: it has actual implementation edits across model files and workflow config, whereas PR 46100 is only a small test file edit with intentional failures.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs are unrelated. 45932 changes CI secrets and multiple model implementations, while 46100 only adds intentionally failing tests in ViT; they do not address the same bug or merge into one coherent fix." + "reason": "Different underlying changes: 45932 modifies model implementation and CI secrets plumbing, while 46100 only alters a ViT test file with dummy failing assertions. They do not fix the same code-path problem and would not be merged together." } ] }, @@ -21762,13 +21804,13 @@ { "label": "pull_request", "component_index": 29, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46073-3", "nodes": [ @@ -21781,12 +21823,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "100834789e77d271a58d0f5a94a487f9f2d82cc71743de9c24edab4057c61582", + "prepared_review_unit_hash": "e6483c50f327cd5ac317c5978c4d4f8166e9aff65b943b0e7f76895a59f16cdd", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21794,7 +21836,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8083, + "serialized_chars": 8081, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -21803,30 +21845,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are related by the same general feature request\u2014adding SDPA attention dispatch\u2014but they target different model implementations and distinct code paths, so they should not be deduplicated together.", - "confidence": 0.92, + "summary": "These are related feature PRs for adding `attn_implementation=\"sdpa\"` support, but they target different model implementations and code paths (CTRL, T5, SeamlessM4T/v2, wav2vec2 variants), so they should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46196 is the broadest representative of the cluster: it covers multiple model families (SeamlessM4T/v2 and wav2vec2_conformer/bert) and includes the most substantial implementation surface for the shared SDPA dispatch theme.", + "canonical_pr_reason": "PR #46196 is the most comprehensive representative of the cluster: it spans multiple model families, includes corresponding model code changes, and adds/updates tests across several affected areas.", "best_issue_reason": null, - "best_pr_reason": "PR #46196 is the best cluster representative because it is the most comprehensive of the three and most clearly showcases the recurring SDPA support pattern across models, while the others are narrower single-model variants.", + "best_pr_reason": "PR #46196 is the strongest standalone candidate because it covers the broadest set of SDPA dispatch adaptations and has the largest supporting test surface, making it the most complete example of the work in this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both add SDPA dispatch, but for different model code paths (CTRL vs T5). They are similar feature ports, not the same underlying bug or a single mergeable PR." + "reason": "Both add SDPA dispatch support, but for different model code paths (CTRL vs T5). They are similar feature work, not the same concrete bug/change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These target different model families and different attention implementations. The overlap is only at the high-level SDPA feature theme, not the concrete fix." + "reason": "They target different architectures and implementations (CTRL vs wav2vec2/SeamlessM4T families). Same broad theme, but not mergeable as one duplicate PR." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both are SDPA support PRs, but they modify different architectures and test/documentation surfaces. They are not the same change and would not plausibly be merged as one PR." + "reason": "These are separate model-specific SDPA enablement changes across unrelated code paths, so they should remain distinct PRs." } ] }, @@ -21840,13 +21882,13 @@ { "label": "pull_request", "component_index": 30, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46126-2", "nodes": [ @@ -21856,7 +21898,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "c7018d9ccac8c1b9d7b7c14a9a603fe0275a4c07a7d259f3650b58cb686216b6", + "prepared_review_unit_hash": "d32ec203cbffe569c355a1e770baa0762cc9e5eff62782890a4f25432c02c900", "component_budget": { "node_count": 2, "item_count": 2, @@ -21878,18 +21920,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed files, but they are not the same underlying change: #46126 is a focused EP + Trainer integration feature, while #46269 is a much broader distributed branch/base refactor spanning FSDP, tensor parallel, MoE, and integration plumbing. The soft duplicate edge should be rejected.", - "confidence": 0.92, + "summary": "These two PRs overlap in a few distributed-training files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed-branch base touching many unrelated subsystems and CI. The soft duplicate edge should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR must be chosen, #46269 is the broader umbrella change and is more central to the shared distributed infrastructure, whereas #46126 is a narrower follow-on feature.", + "canonical_pr_reason": "#46126 is the more coherent, narrowly scoped PR with a single concrete goal (EP + Trainer integration). #46269 is an umbrella branch-base PR spanning many distributed and CI changes, so it is not a good canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the stronger standalone representative of the cluster because it spans the larger distributed-system groundwork; #46126 is more specialized and depends on that broader context.", + "best_pr_reason": "#46126 is the best PR to keep as the cluster representative because it targets one specific code path and feature. #46269 is too broad and includes many unrelated distributed-infra changes, which makes it unsuitable as a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough here: #46126 adds EP/Trainer integration around router parallelism, while #46269 is a broad distributed branch base touching many unrelated subsystems. They do not look mergeable as one PR or the same concrete bug/change." + "reason": "Shared filenames only indicate both touch distributed-training code, but the scopes differ substantially. #46126 focuses on EP/router/trainer integration, whereas #46269 is a large branch-base PR spanning FSDP, MoE, tensor parallel, CI, and loader changes. They do not appear to be the same underlying fix or mergeable into one PR." } ] }, @@ -21903,13 +21945,13 @@ { "label": "pull_request", "component_index": 31, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46138-2", "nodes": [ @@ -21919,7 +21961,7 @@ "soft_pairs": [ "pull_request:46138|pull_request:46432" ], - "prepared_review_unit_hash": "85d180585a92e4d80295f5d0cd50a2d8a60d5905470a72bcc57617c3558503d2", + "prepared_review_unit_hash": "c46193c7cfde6645b4b96ac868cbc01322678bb36cc1f685688d883fa4ddd220", "component_budget": { "node_count": 2, "item_count": 2, @@ -21941,18 +21983,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs touching different workflow files and different operational concerns, so they should not be clustered as duplicates.", + "summary": "The two PRs are unrelated workflow maintenance changes: one adjusts how self-comment CI passes PR comments to a script, while the other hardens the SSH runner workflow by pinning a downloaded script and unsetting HF_TOKEN. They do not fix the same bug or implement the same change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46432 is the more concrete and security-oriented workflow hardening change, with a pinned download and environment cleanup; 46138 is a separate stdin-plumbing update in another workflow.", + "canonical_pr_reason": "PR #46432 is the better representative because it makes a more concrete security/operational hardening change in a single workflow, with a clearer and more substantive diff than the small CLI-argument refactor in #46138.", "best_issue_reason": null, - "best_pr_reason": "PR 46432 is the clearest representative of the cluster only in the sense of having the stronger, more explicit change set, but it is not the same change as 46138.", + "best_pr_reason": "PR #46432 is the strongest standalone PR in the cluster: it addresses a specific SSH runner hardening concern by pinning an external download and clearing a sensitive environment variable.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46432", "accept": false, - "reason": "Different workflows, different filenames, and different purposes: stdin handling for self-comment CI vs pinned download and secret scrubbing for ssh-runner. They do not fix the same underlying bug or change." + "reason": "Different workflows, different code paths, and different purposes; one changes comment handling for self-comment CI, the other hardens SSH runner setup. They are not the same underlying change and would not be merged into one PR." } ] }, @@ -21966,13 +22008,13 @@ { "label": "pull_request", "component_index": 32, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46152-2", "nodes": [ @@ -21982,7 +22024,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "df1760c825335c16f997fba52f4bd29b636990316c7c2d112dcec11013e9e98d", + "prepared_review_unit_hash": "9ff4a80eb05930a14ddfe31b202cac879a799149985a20c770fc48470d86f2c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22004,18 +22046,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar because both remove ad hoc file-open source reading, but they target different code paths and problems: one fixes source resolution in import_utils, the other changes a heuristic in modeling_utils. They are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Two open PRs share a broad theme of replacing source-file opening with source inspection, but they target different code paths and are not duplicate fixes.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better canonical PR if one must be chosen: it has a narrower, explicit fix in _can_set_*_implementation with a matching test update, making the change scope clearer than the broader source-resolution refactor in PR 46152.", + "canonical_pr_reason": "PR 46207 is the better representative because it addresses a concrete, localized bug in `_can_set_attn_implementation` and includes test coverage, whereas the other PR is a separate import-utils refactor with a different purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone candidate because it targets a single concrete behavior change and includes tests; PR 46152 is also valid but addresses a different subsystem and a more infrastructural helper.", + "best_pr_reason": "PR 46207 is the strongest standalone change in this cluster: it has a clear behavioral fix, a well-defined target area, and tests. PR 46152 appears to be an independent utility-level cleanup/fix rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both replace file-open source reading, but they fix different mechanisms in different modules: import_utils source traversal vs modeling_utils attention-implementation detection. They do not appear to be the same bug or the same mergeable PR." + "reason": "Both replace `open()`-based source access, but they fix different modules and different behaviors: one is for `import_utils` path resolution, the other for `modeling_utils` attention-implementation detection. They are related in technique, not the same underlying bug or mergeable PR." } ] }, @@ -22029,13 +22071,13 @@ { "label": "pull_request", "component_index": 33, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46337-3", "nodes": [ @@ -22048,12 +22090,12 @@ "pull_request:46337|pull_request:46362", "pull_request:46362|pull_request:46368" ], - "prepared_review_unit_hash": "6a2be0f8d5761b093e814d1df351773cdeaff29193f6971d2b9ff8dda6faef05", + "prepared_review_unit_hash": "14221657e03160e79363cf52084d60ee4e22c838a8b2f41cbfbb639861edf112", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5961, + "serialized_chars": 5962, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22061,7 +22103,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 5961, + "serialized_chars": 5962, "estimated_input_tokens": 1491, "estimated_eval_tokens": 3238 }, @@ -22070,30 +22112,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate test-related PRs for different models. The two quant-cache skip PRs are only superficially similar; they target different model-specific cache implementations and are not the same underlying fix. The Cohere2Moe PR is a distinct configuration change for a device-map test failure.", - "confidence": 0.86, + "summary": "All three PRs are model-specific test fixes, but they address different failure modes: Cohere2Moe is about device-map/offload setup, while Deepseek V4 and Nemotron H both skip quantized-cache generation tests for model-specific cache incompatibilities. They are related only at a very high level, not the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46337 is the most concrete and representative fix: it adjusts Cohere2Moe test settings to avoid an hf_device_map/offload failure by changing model test parameters and split thresholds.", + "canonical_pr_reason": "No single canonical PR: each PR fixes a different model/test incompatibility, so none should absorb the others as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46337 is the strongest standalone change in the cluster and the only one fixing a specific runtime/test failure rather than skipping a test.", + "best_pr_reason": "PR 46337 is the strongest standalone fix because it adjusts the test configuration to make an existing test pass, rather than simply skipping coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46337", "right": "pull_request:46368", "accept": false, - "reason": "Different models and different cache paths; one fixes Cohere2Moe device-map test setup, the other skips a NemotronH quant-cache test. Not the same underlying bug." + "reason": "Different models and different failures: Cohere2Moe device-map/offload setup vs NemotronH quantized-cache incompatibility. Same broad test infrastructure, but not the same bug." }, { "left": "pull_request:46337", "right": "pull_request:46362", "accept": false, - "reason": "Different models and unrelated failures. Cohere2Moe changes test configuration for device placement, while DeepSeek V4 only skips a quant-cache test." + "reason": "Cohere2Moe is fixing accelerate/device placement for hf_device_map; Deepseek V4 is only skipping a quant-cache test. Different code paths and failure causes." }, { "left": "pull_request:46362", "right": "pull_request:46368", "accept": false, - "reason": "Both skip quant-cache tests, but for different model-specific cache implementations and failure modes. Similar pattern, not a shared concrete fix." + "reason": "Both skip the same test name, but for different model internals and different cache implementations. Too model-specific to be the same underlying change." } ] }, @@ -22107,13 +22149,13 @@ { "label": "pull_request", "component_index": 34, - "component_count": 34, + "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46376-2", "nodes": [ @@ -22123,7 +22165,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "7e35fde77b7bce65c094b0b2c5cb67e427dd98bbef0285c4ebbaa6ba3cbdeb34", + "prepared_review_unit_hash": "b50deb68399a31908c5922242d998ed237efc0d4e7490b83529b05eefd5dfa7c", "component_budget": { "node_count": 2, "item_count": 2, @@ -22145,18 +22187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model and its docs/tests. There is no duplicate or mergeable overlap.", - "confidence": 0.99, + "summary": "The two PRs are both feature work but address unrelated areas: one adds multimodal support to continuous batching, the other adds the HunYuan VL model stack and docs. They should not be treated as duplicates or merged together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are different feature areas with no shared concrete code-path or implementation target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46417 is the more self-contained, complete feature PR; 46376 is a draft infrastructure change in a different subsystem.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different domains and code paths: continuous batching/multimodal cache changes vs a new HunYuan VL model implementation; not plausibly one merged PR." + "reason": "Different underlying changes and code paths: continuous-batching multimodal support vs a new model implementation/docs/test suite. They share only broad Transformers context, not the same fix or feature." } ] }, @@ -22166,6 +22208,72 @@ "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 35, + "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-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "850fb9d20bc32b5b1cf6f3167ba69738eb8afd6cd6671dcc48df3d5e22e5cc8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same decoder input-validation error-message bug in T5-family models. PR 46470 is the cleaner, test-backed fix; PR 46465 is a broader variant that changes more model files but targets the same underlying message formatting issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46470 is the best representative because it fixes the concrete decoder error-message wording in the core T5-family code path and includes tests, making it the more complete and precise change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46470 is the strongest standalone PR: it directly targets the validation-message typo, is scoped to the affected T5-family models, and adds tests that confirm the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": true, + "reason": "Same underlying bug: decoder input-validation error messages use the wrong prefix formatting. The fixes operate on the same code path and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same shared issue target and make closely related decoder error-message wording fixes in overlapping T5-family code paths, with PR 46470 also adding tests. The soft-edge accept is conservative enough because the changes are variants of the same bugfix and could be consolidated into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null } ] } diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fdf5de110b6307c4177a006a4f0575fd0604ae8a..a6d61b53f2a409fc3c3e47ffa9c26fb89ac4b922 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260607t000022z", + "analysis_id": "hybrid-model-20260607t060034z", "archived_artifacts": { - "hybrid": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260607T000022Z/analysis-runs/hybrid-model-20260607t000022z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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a/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..8fd1d1671b4679f750e12d66939a5cc132157618 --- /dev/null +++ b/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22279 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260607T060034Z", + "generated_at": "2026-06-07T06:08:53Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 21, + "review_unit_index": 1, + "review_unit_count": 53, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-453", + "nodes": [ + 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not the same underlying change." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different issues: ZeRO-3 Bert index error vs resume training/local model loading." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Different subsystems: BarkProcessor voice preset vs ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch vs ZeRO-3 Bert index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same ZeRO-3 index-0-out-of-bounds failure during model initialization/loading; same underlying bug family." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy dispatch vs GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization regression vs LoRA merge/save/load output mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: Qwen NVFP4 runtime error vs LoRA save/load inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different training/runtime mismatches; not the same concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed errors: weight dimensionality vs collective mismatch." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same module family, but different bugs: CPU offload incompatibility vs uninitialized inv_freq after materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different bugs: ZeRO-3 Bert index error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: activation checkpointing/FSDP tensor recomputation vs trainer API signature mismatch." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime bugs: Phi dtype mismatch vs GPT-OSS tensor parallel failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different failures in different training stacks; no shared underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Different issues: reverse embedding lookup cost vs video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different models and error modes; not the same change or bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/config regressions; unrelated model families and failures." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device-map mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Different incompatibilities: torch version support vs Qwen NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different bugs: FSDP checkpointing recomputation vs Qwen3 device-mapping assert." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup, but they cover different removed features and are not the same duplicate." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different model/runtime bugs: autocast dtype mismatch vs MPS histogram op limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Different training/runtime problems with no shared code-path evidence." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different issues in different models; only broad dtype-related similarity." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Different bugs: DeepSpeed collective mismatch vs custom trainer signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different issues: FSDP/activation checkpointing vs GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Different model/runtime bug vs docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different failures; same broad theme of runtime errors is not enough." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different model corruption/load failures with no shared underlying bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/transformers compatibility, but they are different version and environment regressions." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: vLLM/PaddleOCR-VL load failure vs USE_DISTRIBUTED=0 torch support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both describe the same ZeRO-3 index-0-out-of-bounds failure while loading models; same underlying bug family." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/runtime bugs: Gemma3 config attribute missing vs Qwen3 device-mapping assert." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly supported duplicate family is the DeepSpeed ZeRO-3 index-out-of-bounds loading bug around 43596/43638/41762, and the chosen anchor is reasonable. The soft-edge verdicts stay conservative; the rejected pairs are generally separated by model, subsystem, or error mode, and the accepted ZeRO-3 pairings are well supported by nearly identical titles and contexts." + }, + "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-10000-453", + "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:45237|issue:45901", + "issue:43901|issue:44512", + "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:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "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", + "issue:45020|issue:45800" + ], + "prepared_review_unit_hash": "8fc7a60d906982a3f5a9a1f462e33520c59358c5ae4272109f9b5514d3c94907", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40101, + "estimated_input_tokens": 10026, + "estimated_eval_tokens": 20308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated lookalikes; only the AutoTokenizer v5 regression reports (Granite-only vs broader multi-model report) appear to be the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45920 is the broadest, most representative description of the tokenizer regression, and it subsumes the narrower Granite-specific report in issue:45812.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best captures the underlying bug because it generalizes the wrong-token-ID regression across multiple model families rather than one model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Both are transformer compatibility failures, but one is a Float8 storage lookup error and the other is a distributed/USE_DISTRIBUTED=0 breakage; different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different model families and different failure modes: device mismatch in Gemma4 PLE versus video-token mismatch in Qwen3.5 apply_chat_template." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "No shared code-path signal; one is AMD GPU support for GPT-OSS, the other is a table-question-answering crash." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they point to different deprecations: return_all_scores versus the removed transformers run command." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and subsystems: Voxtral processor failure versus Gemma4 device placement." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger cross_entropy dispatch and Qwen3.5 video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "One is a detokenization regression; the other is outdated RAG documentation." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer v5 regression: 45920 is the broader report of wrong token IDs across model families, while 45812 is the Granite-specific instance." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED=0 support are different compatibility issues." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption in Ovis2 is not the same as NemotronH failing to load its checkpoints." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor mismatch is a different incompatibility than distributed-disabled PyTorch support." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but one is Gemma3TextConfig missing sliding_window_pattern under vLLM and the other is a Qwen3-MoE sliding_window issue; not clearly the same bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but the tensor shape mismatch and the zero-sized tensor out-of-bounds failure are distinct." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/can't run is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-load failures: GLM-4.7-Flash unit-test loading versus corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and pydantic PretrainedConfig field breakage are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek coder and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading and pydantic config-field regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but the titles indicate different failures and code paths: one crashes with transformers chat, the other fails in streaming chat/completions." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to table QA crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing and Gemma4 PLE device mismatch do not describe the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming chat failure and an MPS histogram_mps int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error and MPS histogram_mps failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE and dtype issues, but grouped_mm tracing on Mixtral is not the same bug as autocast dtype mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a non-template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and Gemma3 sliding_window_pattern errors are unrelated compatibility breaks." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different failures." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors under DeepSpeed, but the mask-shape mismatch and the zero-sized-tensor out-of-bounds error are distinct." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model/loader issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the PretrainedConfig pydantic field regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are shape-related errors, but the mask/index mismatch and TRL embedding unpacking failure are different." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights issues on translation models are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel-only issue are different." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError and the pydantic PretrainedConfig regression are separate compatibility bugs." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming chat failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a pydantic config-field breakage are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code model breakage and torch 2.4.1/transformers 5.8.0 incompatibility are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge pairs. The 45812 \u2194 45920 linkage is well supported by the issue titles, and the broader canonicalization to 45920 is reasonable." + }, + "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-10000-453", + "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:45183", + "issue:45399", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463" + ], + "soft_pairs": [ + "issue:43716|issue:46294", + "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:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "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:36331|issue:41762", + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43054|issue:45701", + "issue:43866|issue:44403", + "issue:38175|issue:43054" + ], + "prepared_review_unit_hash": "320f8e07d41bb85ccfb6179ee56a66c0c29b4aac90cdad438de0c6ea3d8f2878", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37535, + "estimated_input_tokens": 9384, + "estimated_eval_tokens": 19024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly a set of small duplicate-prone subgroups, with the strongest one centered on the Transformers v5 non-persistent-buffer regression. I tightened the custom-module pair: 45632/45698 is too under-specified to call a duplicate confidently, so it should stay rejected.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43950 is the strongest representative issue: it describes a concrete Transformers v5 regression with a clear mechanism (non-persistent buffer corruption) and cleanly covers the related buffer-materialization reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall issue candidate because it is specific, reproducible, and has the clearest duplicate neighborhood among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal input-mismatch reports, but they involve different models and different failure points, so they do not look like the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "These describe different failures: torch dynamo grouped_mm tracing versus a missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both point to the same Qwen video-input regression family: video feature/token handling and chat-template mismatch in Qwen3.5 models." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index/shape errors, but the titles suggest different code paths and symptoms; that is too broad to treat as one bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 model-quality reports with broadly the same bad-output symptom, so they plausibly reflect the same underlying model/processor issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "These are different bugs: composite-config unwrapping versus uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated dependency/backend problems; there is no shared concrete failure mode." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different failures and different paths: FSDP weight-shape error versus TRL input-embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Only a broad overlap around multimodal/training; the model families and actual bugs differ." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No clear shared bug beyond both being model-behavior complaints." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "The titles only share a loose custom-module/loading theme; they do not clearly identify the same bug or a specific cache-collision mechanism, so the duplicate claim is too speculative." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Different issues: Jupyter/custom-model initialization regression versus flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they appear to affect different model classes and likely require different fixes." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Quantization/FineGrainedFP8 failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantized offloading behavior is not the same bug as tied-weights regression." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to tied-weight handling." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different problem from translation-model weight tying." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are input-validation/XOR-check issues that produce wrong or misleading errors, and 46463 looks like a model-specific instance of the broader validation bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Completely different topics: DSA indexer discussion versus docs about a removed command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model/trainer path versus an invalid-method-call bug." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation-adjacent, but they are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different failures; no clear shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model execution failure versus invalid method call." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer corruption regression in Transformers v5, just phrased differently." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "They are both SigLIP2-related, but one is a docs/example mismatch plus quantization failure while the other is an output-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same non-persistent-buffer v5 regression, with 43644 as the broader symptom report and 43950 as the specific manifestation." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom trainer API mismatch versus ZeRO-3 loading index error." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/training instability, but the model, mechanism, and failure mode differ." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage compatibility failures." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both indicate the same non-persistent-buffer initialization/materialization problem; 45902 is a specific manifestation." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization are different issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy load logging are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but the reported symptoms are not specific enough to confirm the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but one soft-edge acceptance is too speculative: issue:45632 vs issue:45698 is only supported by a loose shared theme around custom-module loading, not by a clear title-level indication of the same bug or a specific cache-collision mechanism. That makes the duplicate claim stronger than the packet justifies. The non-persistent-buffer grouping around issue:43950 is reasonable, but the 45632/45698 verdict breaks the requested conservative bar." + }, + "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": 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-10000-453", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "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: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:44910|issue:45859", + "issue:45663|issue:45902", + "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:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:43782|issue:44960", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:43881|issue:43883", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "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:36331|issue:41093" + ], + "prepared_review_unit_hash": "5e1de58b5c108359241082186f46e25c0a759056ddcf0f755125ec8933bf9481", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36830, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with several unrelated model-loading/tokenizer/perf reports. I only accept a few clear duplicate subgroups: the removed-v5 pipeline docs issue, the `_is_hf_initialized`/`init_empty_weights` loading regression, and the SigLIP2 implementation discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44291 is the clearest root-cause report of the shared `_is_hf_initialized`/`init_empty_weights` regression and is the best anchor among the true duplicates in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best overall issue representative because it precisely states the failure mode, version range, and concrete loading path, making it the most useful dedupe target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-specific loading failures, but Voxtral error messaging and Molmo tied-weights behavior are different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Same model family, but one is a Flash Attention packed-sequence crash and the other is CPU-offload incompatibility in rotary embedding; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different models and different failures: FSDP2 shared_kv_states KeyError vs uninitialized inv_freq after meta->to_empty(cuda)." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory/training complaints, but gradient checkpointing under LoRA and int4 CUDA reserved-memory OOM are distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch/regression that makes HF outputs diverge from the original JAX behavior and hurts text embeddings." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model load failures with no evidence of the same root cause." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific ScandiBERT tokenizer/model load failure; not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and `flash_attn` import error are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is a general loading-noise complaint; the other is a specific model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but they describe different Qwen MoE training issues and different symptoms." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig` missing fields with `trust_remote_code=True` is not the same as the broader remote-code breakage report." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated model/config bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and error surfaces; no shared concrete bug." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` are different failure modes." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "GLM-4V loading failure and Molmo missing `all_tied_weights_keys` are unrelated model bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer-loading regression and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code model breakage and Gemma4 device placement are different issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` tokenizer mapping bug is not the same as the broader remote-code regression." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across HF versions and a tied-embeddings warning are not the same underlying bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash and flash-attn2 fallback blocking are different subsystems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect different APIs and likely different hot paths." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote-code breakage and Kimi-K2.5 tokenizer regression are not the same concrete bug." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and non-persistent buffer corruption are different code-path bugs." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same v5 docs cleanup: stale references to removed pipeline tasks after pipeline removals." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same `_is_hf_initialized` TypeError during model loading with `init_empty_weights` in Transformers 5.x." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3Moe FP8 failure and the bitsandbytes `_is_hf_initialized` TypeError are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper-related, but one is a generic run failure and the other is a specific fbank feature-extraction issue; not enough evidence they are the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Completely different errors: custom trainer signature mismatch versus tensor-mask shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate groups are supported by the issue titles: the v5 docs/pipeline cleanup pair, the `_is_hf_initialized` / `init_empty_weights` loading regression pair, and the SigLIP2 discrepancy pair. The rejected soft-edge pairs are phrased cautiously and do not overclaim a match without stronger 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": 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-10000-453", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43645", + "issue:43646", + "issue:43716", + "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:45305", + "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:43257|issue:45305", + "issue:42947|issue:45923", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "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:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:44560|issue:45685", + "issue:43366|issue:44589", + "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" + ], + "prepared_review_unit_hash": "14db6cf623108edddb7731073f8bad63aaf7273151b41e1ac42ff6d3996d11a7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37154, + "estimated_input_tokens": 9289, + "estimated_eval_tokens": 18834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports; several are about model-loading regressions, but the soft pairs are not convincing duplicates on titles alone. No PRs are present. The broadest issue here is the generic model-loading regression under Transformers 5.x.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43957 is the broadest and most representative of the shared subtheme: Transformers 5.x model-loading failures across multiple models and loading modes.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43957 best captures the cluster's dominant model-loading regression theme and is the most useful umbrella issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed training, but one is weight loading under accelerate+deepspeed and the other is gradient averaging with model_accepts_loss_kwargs; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch training features, but gradient checkpointing ineffectiveness and a missing supports_gradient_checkpointing flag are not the same failure." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different models and describe different symptoms/root causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading failures, but the affected model families and reported missing components differ; not enough to call them duplicates." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they concern different architectures and checkpoints." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "These describe unrelated bugs: RLHF NaNs from 3D position_ids versus an AttributeError in flash_attention.py for sink-less models." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The error text is similar, but the mask/tensor shape mismatch could arise from many distinct code paths; no clear same-root-cause evidence." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video/VL paths, but one is a broad video-input regression and the other is a specific embedding StopIteration; too different to merge confidently." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different loading symptoms; only a vague tokenizer-loading overlap." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are checkpoint-loading issues, but they affect different models and likely different loader code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely unrelated: DeepSpeed training weight shape error versus image processor segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash and checkpoint-loading failure are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "No meaningful overlap beyond both being model-specific bugs; architecture support and autocast dtype mismatch are separate issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different subsystems entirely: Qwen2.5-VL rope indexing versus Qwen3.5-MoE rotary embedding materialization." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is an FSDP2 shared-state KeyError and the other is a device-map forward mismatch; distinct bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated Qwen3-MoE sliding-window bug versus gpt-oss GGUF support request." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo batching leak and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to Qwen3-VL video input StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "A from_pretrained buffer regression and a long-ocr index error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing exported class is not the same as meta-device model-loading breakage." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video-input StopIteration and an MPS histogram not implemented error are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and Float8 storage lookup failure are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure is a separate Qwen3-MoE quantization issue, not the generic meta-device loading regression." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Very close, but one is notebook-specific custom-model initialization while the other is a broader custom-model initialization regression; not enough evidence they are the same bug." + }, + { + "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 distinct model/runtime issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index-type failures only superficially; the video StopIteration and mask/tensor shape mismatch are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 outputs, but one is zero probabilities while the other is nonsensical AutoModel/pipeline results; not a clear duplicate." + } + ] + }, + "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": 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-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "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:45507", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "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:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43708|issue:44075", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:45488|issue:45812", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:42491|issue:43931", + "issue:45276|issue:45335", + "issue:44164|issue:44291" + ], + "prepared_review_unit_hash": "2c036efdb8d8db50021061e50bb62599099d3b64da5f5fc18c45a280747eb914", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still mostly heterogeneous, with a few small duplicate pockets. The clearest one is the Transformers v5 non-persistent-buffer regression around 43644/44534, which looks like the same bug reported in near-exactly similar terms; there is also a likely duplicate pocket around `resize_token_embeddings` propagation.", + "confidence": 0.77, + "canonical_issue_reason": "43644 is the cleanest canonical anchor because it sits at the center of the clearest duplicate pocket: 44534 describes the same Transformers v5 non-persistent-buffer junk regression in near-exactly similar terms.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest representative issue in this set; it anchors the clearest duplicate pocket and is more central than the more model-specific one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` flag regression vs a Kosmos2.5 long-input index error." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failure modes: ZeRO-3 index error on BertModel vs `add-new-model-like`/`TOKENIZER_MAPPING_NAMES` logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Unrelated: zero3/BertModel index error vs tokenizer-mapping model registration bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation issues, but for different models and different checks; not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Model-registration/tokenizer-mapping issue vs a mask-shape IndexError in a different code path." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: dequantized loading with device_map offload vs Strix Halo mmap OOM mitigation." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is zero probabilities at inference and the other is docs-example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both describe Transformers v5 filling non-persistent buffers with junk; the titles are near-exact variants of the same bug report." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility across versions vs BitNet packed-weights not unpacked during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both involve Qwen3 family, but one is a device-mapping cuda assert and the other is a FineGrainedFP8Config failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and code paths: GLM5 vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading regressions, but they are for different model repos and there is no clear evidence of the same underlying bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume step counting vs SGD optimizer arguments are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is docs/example breakage and the other is bad outputs from AutoModel/pipeline." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer-junk regression vs Jupyter custom-model initialization problem; different symptoms and code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and different tokenizer mechanisms." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: Qwen3 MoE training memory inefficiency vs quantization offloading not working as expected." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures for different model families; no shared concrete bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Accelerate+DeepSpeed Qwen3 MoE weight conversion issue vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization causing OOM." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash vs Gemma4Processor missing `_tokenizer`; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA/version-compatibility issue vs Gemma4 `resize_token_embeddings` behavior." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue vs sinq quantization save/load breakage; different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: LoRA/version compatibility vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: the resized embeddings are not propagated to model-specific output/decoder embeddings." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve save/load paths, but extra_state handling and `_is_hf_initialized` argument errors are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level read is mostly grounded and the soft-edge verdicts are conservative, but one key claim is a bit too strong for the packet: `43644`/`44534` look like a near-exact duplicate pair, not an exact title-level duplicate. Please soften that wording (e.g. \u201cnear-exact\u201d or \u201csame regression\u201d) and avoid implying stronger evidence than the titles alone show." + }, + "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": 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-10000-453", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45685", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46315", + "issue:46468" + ], + "soft_pairs": [ + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "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:45685|issue:46468", + "issue:44863|issue:46468", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "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" + ], + "prepared_review_unit_hash": "98ce9e45e6c4d6bce3381adec99bef82482259bf6d44ca88b005fe7a2c3c24e0", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37466, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated model-specific bugs. Only one soft edge looks like a true duplicate: the resize_token_embeddings regression around Gemma4/output embeddings. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45292 is the cleanest canonical issue: it states the underlying resize_token_embeddings/output_embeddings regression in a general form, while issue:45276 is a model-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative because it is the broadest, clearest description of the only confirmed duplicate pair in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a Qwen3.5 packed-sequence/position_ids bug and the other is an s_aux=None AttributeError in sink-less models; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention untied lm_head weights, but they affect different model implementations and likely different tying logic; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference leakage are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading breakage are different compatibility issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "A SigLIP2 docs example error and a GLM5 issue are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but the titles point to different models and likely different root causes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and a T5 Apex RMSNorm memory leak are unrelated." + }, + { + "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; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen3_5Moe CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leakage and Gemma4 device mismatch during auto device mapping are not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization OOM and mmap disablement for Strix Halo are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized-model loading problems, but they concern different models/formats and different failure modes." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are separate issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 FSDP2 attention state bugs are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is an eval-mode restriction; different problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: the Gemma4-specific report and the generic output_embeddings report describe the same failure to propagate resized embeddings." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "A missing MPS histogram implementation and a broken Nemotron example are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and a broken official example may be related in theme, but the titles do not indicate the same concrete code-path problem." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test model loading for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are different issues." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation and RLHF NaN explosion from Qwen3.5 position_ids are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "A video-input regression and a strict-config loading failure are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load flows, but one is read-only permission propagation and the other is wrong module loading; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux handling and Gemma4 shared_kv_states rebuilding are distinct code paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in Transformers 5.0.0 and Trainer max_steps recalculation on resume are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model initialization breakage and save/from_pretrained extra_state handling are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but the affected submodules and model families differ; not enough evidence they are the same code-path bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs in Granite models and slower convert_tokens_to_ids in v5 are different tokenizer regressions." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "An autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, issue:45276 vs issue:45292, is well supported by the titles and similarity, and the canonical/best-issue choices are reasonable. The note that no PRs are present is also consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-453", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "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:45701", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46326" + ], + "soft_pairs": [ + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43906|issue:46326", + "issue:43901|issue:44509", + "issue:46050|issue:46326", + "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:43299|issue:43931", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:44488|issue:44987", + "issue:32090|issue:39404", + "issue:43611|issue:43644", + "issue:43582|issue:43632" + ], + "prepared_review_unit_hash": "42de33a65d7260384164a5dc946d1e9afec9871c6f46ef9a3b7d7ef3874722a0", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38204, + "estimated_input_tokens": 9551, + "estimated_eval_tokens": 19358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of Transformers v5 regression reports, mostly around tokenizers, model loading, dtype/device mismatches, and a few docs/runtime issues. None of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If a single anchor is needed, \"transformers version changes the tokenization\" is the broadest version-regression report in the set, but it does not really subsume the many unrelated loading/runtime bugs around it.", + "canonical_pr_reason": null, + "best_issue_reason": "\"Transformers 5.0.0 breaks loading models with the `base_model_prefix` attribute\" is the cleanest concrete regression report and a reasonable representative issue, though still only one narrow slice of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-related, but one is a vocab-size mismatch for a specific model and the other is a separate tokenizer loading failure for ScandiBERT." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility vs. a Phi-tiny-MoE autocast dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the Strix Halo mmap/OOM workaround." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different bug from Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is distinct from the broad tokenization-change report." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading failure and Jupyter custom-model initialization are separate model-loading regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility does not match the Gemma4 device_map=\"auto\" forward mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility is unrelated to a multimodal image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template-node compilation failure are different subsystems." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same bug as the PagedAttentionCache crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different path from Perceiver interpolation failing at non-default resolution." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video input regression is not the same as a generic mask shape mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation error have no common underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction of issue 38071 and mistral_common continue_final_message are different tokenizer behaviors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different removed/changed pipeline APIs." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and tokenizer continue_final_message are separate features." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to TRL SFT embedding unpacking." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment with None are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 special-tokens method conflict and gguf_file from_pretrained breakage are unrelated tokenizer/model-loading failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a loader break for MoE models and the other is a weights-shape mismatch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3 init IndexError and compiled flex_attention torch>=2.9 failure are distinct problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping in from_config are separate model serialization bugs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and disabling mmap on Strix Halo are different performance/memory issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline regression and CamemBERT masked LM predictions are different model behaviors." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization and video input regression are not the same code-path." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "sleng-bert loading failure and Mistral regex patch crash are separate tokenizer issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement bug and Qwen3_5Moe rotary embedding CPU-offload incompatibility are different device-placement issues." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions: sleng-bert vs physical-intelligence/fast." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading and non-persistent buffer junk initialization are distinct v5 regressions." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag breakage are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45987", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402" + ], + "soft_pairs": [ + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:42175|issue:46178", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43322|issue:43540" + ], + "prepared_review_unit_hash": "66f60d1072ef47b2326028f61eeb0e5ce237c3732a5de3d18a10901a33e2a2d5", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37421, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly superficially similar Transformers v5/model-loading regressions, but they do not look like the same underlying bug. I would not merge any of the soft pairs as duplicates on title-level evidence alone.", + "confidence": 0.29, + "canonical_issue_reason": "issue:43646 is the broadest, most generic regression report in the set ('custom model initialization' in v5), so it is the best umbrella representative if a single issue must anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most cluster-representative issue because it is broadly phrased, version-specific, and closer to an umbrella regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failure modes: CLIPTextModel structure inconsistency vs Sam3 text encoder weights not loading." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to a tokenizer/template compilation error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model/dataset benchmark is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 loading failure are different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to PagedAttentionCache group-type handling." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token accounting bug is not the same as Qwen2.5-VL iterable dataset multi-image failure." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but for different models with no evidence of the same root cause." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal iterable-dataset image batching and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package extra/back-end installation coverage and BACKENDS_MAPPING validation are different backend-selection problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FP8 configuration failure in Qwen3Moe is not the same as linear_attention group handling in PagedAttentionCache." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer serialization and the other is custom model initialization; not the same concrete bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is different from a generic _torch_extract_fbank_features issue." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF-related loading issues are similar, but one is a general from_pretrained breakage and the other is a specific Qwen2.5-GGUF model report; not enough evidence of one bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and inability to load a specific BERT model are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-method conflict and notebook custom-model initialization are different failures." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model device-map/offload loading is unrelated to GGUF loading regression." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Non-template-node compilation error and GraniteMoEHybrid invalid method call are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope index scaling bug are unrelated model behaviors." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Two separate model/tokenizer loading failures with no shared concrete bug evidence." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is different from StaticCache sequence-length return type." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT local-checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI batch-padding-mask differences are separate audio processor bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init in Jupyter and non-persistent buffer junk values are different v5 regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are not the same defect." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weights in one model family and device-dependent serialization inconsistency are related in theme but not clearly the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise and a specific Mistral regex patch crash do not match as one bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 model failure and template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor/model input-size mismatch are different model/processor issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663", + "issue:45987", + "issue:46209", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43377|issue:43819", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44991|issue:46315", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:46209|issue:46326", + "issue:36032|issue:41720", + "issue:43632|issue:44756", + "issue:43404|issue:45127", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:43421|issue:44568", + "issue:44683|issue:45020", + "issue:44079|issue:45663" + ], + "prepared_review_unit_hash": "f20a3e4ab1d457b8603cdba2caff085a2b23f69bb7e03a11bb5d64aa0e7acc2a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a loose semantic cluster of unrelated issues with only a couple of real duplicate-looking pairs. The strongest true duplicates are the Qwen3.5 save_pretrained regression pair and the tokenizer special-token/post-processor regression pair; the rest overlap only at a broad subsystem level.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45216 is the clearest representative: it is a concrete Qwen3.5 save_pretrained regression with a version boundary, and issue:45357 reads like a later follow-up of the same checkpoint-key problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best single issue to anchor the cluster because it is specific, actionable, and has an obvious matching follow-up; most other items here are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and different failure modes: batched-vs-single padding-mask mismatch vs DAC latents/STE mismatch." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "One is generation performance overhead, the other is a cache API return-type bug; same broad area, not the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading crashes for different models; no clear shared code-path bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a model loading failure and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "One is a tokenizer load failure, the other is a performance regression in slow-tokenizer lookup." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated issues: torch.export/torch_compilable_check versus image processor size mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems and symptoms: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/training failures, but the causes differ: FP8 config handling vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression family; both report incorrect checkpoint contents/keys and look mergeable into one fix." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken special-flag duplication vs a specific tokenizer load regression." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures on different models; only superficial tokenizer/model-load similarity." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different FP8-related failures: config init versus missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen VL family, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug." + }, + { + "left": "issue:46209", + "right": "issue:46326", + "accept": false, + "reason": "Completely different problems: FP8 inference on B200 versus mistral_common continue_final_message behavior." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Different tokenizer-loading error vs device-mapping cudaErrorAssert; no shared underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Both are v5 regressions, but one is an _is_hf_initialized flag breakage and the other is an mmap/OOM platform issue." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but the concrete bugs differ: Mistral3 lm_head tying vs LoRA merge with extended vocabulary." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated model/config failures; no shared code-path or symptom." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different defects: multi-image iterable dataset finetuning vs still-image temporal position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different Transformers v5 regressions with different mechanics: base_model_prefix loading vs non-persistent buffer initialization." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading noise are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Completely different issues: perplexity on GPT-OSS vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different model/runtime failures; no evidence of a shared root cause." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs a specific tokenizer load regression are not duplicates." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL-related, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they affect different internals and would not be merged into one fix." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": true, + "reason": "Same tokenizer special-token/post-processor class of bug; runtime special-token updates plausibly explain add_special_tokens failing to add BOS/EOS." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different regression surfaces: compiled flex_attention on new torch vs remote_code model loading failures." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 attention failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays appropriately conservative: most pairs are rejected for clear subsystem/symptom differences, and the two accepted pairs both have a credible shared defect family in the titles. The canonical issue choice around issue:45216 is also supported by the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:43317|issue:43856", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45381", + "issue:43749|issue:44079", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "7ae36d4cb7bf9c9286487a4b4da20d86c0b98d4da1ed78c18701ef343df0df59", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36867, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of Transformers regression reports across many unrelated models/subsystems. The shared theme is broad v5 loading/init breakage, but the soft pairs do not look like safe duplicates.", + "confidence": 0.87, + "canonical_issue_reason": "If one issue must serve as the cluster umbrella, issue:43632 is the best representative because it describes a core Transformers v5 initialization/loading regression with broad downstream impact. Most other items are narrower model-specific bugs, so they should not be merged into it as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest global representative for this cluster because it is the most systemic v5 regression among the issues; it is broader than the model-specific reports and most likely to anchor related follow-up discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: eval-mode gradient checkpointing behavior vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes: empty-weights init argument handling vs float8 storage lookup during load." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect sequence-classification training, but one is flash_attention_3 degeneracy and the other is num_labels=1 loss logic; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer repository-file selection vs Granite token-ID regression are distinct code paths and symptoms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 model loading breakage vs CLIPTokenizer model_max_length constant are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-specific load errors: GGUF loading vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "gpu+cpu offload/dequantized loading vs Qwen3 MoE training memory usage are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/Voxtral error messaging vs Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow availability, but one is torch-extra dependency wiring and the other is tensorboard-without-TF runtime behavior; not clearly the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower/temporal-attention problems vs Sam3 text-encoder weight loading are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and mechanisms: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk fill are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs Mistral tokenizer regex patch AttributeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug vs Gemma3 mixed-length sliding-window NaNs are different model-path issues." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized loading regression are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is multi-image finetuning and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs bfloat16 dtype mismatches are different code paths." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk vs ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video input vision_position_ids; too different to merge." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but base_model_prefix loading and custom model initialization are different concrete failures." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging issue vs PaddleOCR-VL load failure are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure vs meta-device loading regression are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 bad outputs vs Perceiver non-default-resolution failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index bug vs Kosmos2.5 long-OCR index error are different models and failure mechanisms." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying bug vs general lm_head.weight serialization inconsistency are related only at a high level, not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Core v5 initialization/loading regression vs bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2.5 GGUF loading failure are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + } + ] + }, + "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": 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-10000-453", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46291", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:44291|issue:44877", + "issue:44479|issue:45823", + "issue:43873|issue:45701", + "issue:43606|issue:44265", + "issue:43296|issue:45800", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43881|issue:44488", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:46305|issue:46315", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43322|issue:46050", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:45325|issue:46315", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:44991|issue:46291" + ], + "prepared_review_unit_hash": "f96809f3838edb49f98640db51e1bd3badba6635df4fcc4d67482915fbb02662", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers/model-loading regressions that only look superficially similar. I rejected every soft pair because none describe the same underlying bug or a change that could plausibly be merged into one fix. If one issue must represent the cluster, the broad offloading/quantization regression is the best anchor.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, most representative ticket in the set: it centers on offloading/quantization failure modes and has the strongest cross-reference footprint among the listed issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 best captures the recurring loading/offloading regression theme and is the most useful single issue to anchor this otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different bugs: unexpected `_is_hf_initialized` arg during init-empty-weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: video-input regression in Qwen VL variants vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "One is offloading/quantization behavior; the other is tokenizer behavior. Same broad repo area, not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is not the torch 2.4.1 / transformers 5.8 incompatibility issue." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation are distinct behaviors." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific mdeberta special-tokens bug and the other is a broad wrong-ID regression across many models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation-cache behavior is unrelated to an A800 cudaErrorAssert from auto device mapping." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash is not the same problem as export failures caused by torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug path." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to DAC.from_latents not matching forward due to missing STE." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are not the same as Qwen2.5-VL finetuning failures with multi-image iterable datasets." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug in AyaVisionConfig and torch.compile SDPA failure in Bamba are different concrete issues." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=auto, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in a different model." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Streaming mask off-by-one and tokenizer performance regression are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency is unrelated to OmDet-Turbo's processor/model input-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying bug is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model loading on gpu+cpu offload is related in theme to offloading, but it is a different concrete failure than the quantization/offloading bug in 43873." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same bug as gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver's non-default-resolution failure." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault on load and sinq quantized save/load breakage are different lifecycle failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config in composite Qwen configs are different config-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is not the same as non-persistent buffers being filled with junk in v5." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta is unrelated to evaluate import failing because kernels needs version/revision." + }, + { + "left": "issue:45325", + "right": "issue:46315", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling bug is unrelated to slow convert_tokens_to_ids behavior." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402" + ], + "soft_pairs": [ + "issue:42617|issue:42915", + "issue:41720|issue:44977", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:36331|issue:42617", + "issue:43065|issue:46402", + "issue:44186|issue:45072", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43404|issue:45357", + "issue:44008|issue:45823", 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+ "analyst_result": { + "summary": "The set is a loose collection of distinct Transformers bugs and regressions, not one cohesive duplicate cluster. All soft-edge pairs look like false positives: they share broad themes (loading, offloading, serialization, model families) but not the same concrete code-path failure.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated models, subsystems, and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is a strong representative of the whole set; at most a few issues are broad, but none subsume the others or the pairwise topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different problems: running 3d_parallel.py vs a Qwen3MoE FP8 model failure; no shared code path." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family generation, but one is an auto-device-map CUDA assert and the other is flash-attention behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save/serialization regressions, but one is tied lm_head weight handling and the other is wrong visual encoder keys." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Unrelated issues: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute missing." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is a model load and the other is a tokenizer load for a different model." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on GPT-OSS is not the same bug as a general tokenization change across versions." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different memory issues: int4 quantization OOM vs an apex RMSNorm memory leak." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same broad Sam3 area, but dummy Conv2d in a decoder and missing text-encoder weights are different bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Compute_loss API breakage is unrelated to Qwen3MoE FP8 model loading/execution." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batched-shape bug is not the same as tokenization changing across versions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is a different failure from tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offload/memory, but quantized offloading and disabling mmap on Strix Halo are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype propagation is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save_pretrained/tied-weight behavior, but Mistral3 lm_head tying and Qwen3.5 visual encoder keys are distinct bugs." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma multimodal issues, but a variable name collision in Gemma3n forward is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend inclusion is unrelated to kernels v0.15 requiring version or revision metadata." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert is not the same as a 3d_parallel.py execution problem." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different serve-time failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different device/runtime bugs: Bamba SDPA compile failure vs bark-small CPU offload device mismatch." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size related, but processor output size mismatch and Perceiver interpolation failure are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes and image processor resolution bugs do not share the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "A regression around processor.tokenizer/images is unrelated to a broad tokenization behavior change." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Both involve local model files/caching, but cache-path collisions and read-only permission propagation are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to loading a dequantized model with gpu+cpu offload." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import breakage is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility is not the same as kernels metadata requirements during import." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism failures: auto device mapping on Qwen3 vs only-TP not working for GPT-OSS MoE." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to kernels version/revision import requirements." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are distinct model 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": 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-10000-453", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44492", + "issue:44509", + "issue:44530", + "issue:44625", + "issue:44913", + "issue:45059", + "issue:45081", + 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The most representative issue is the broad Granite tokenizer regression because it is concrete, high-impact, and has the strongest evidence of scope.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45812 is the strongest representative: it describes a concrete, broad regression affecting all Granite models, with clear symptoms and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue in this set because it is specific, high-impact, and well-scoped compared with the other mostly isolated bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer bugs in different model families; one is a Mistral regex/backend_tokenizer crash, the other is Granite token IDs regression." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated model/config issues: Qwen3-MoE 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from_pretrained weight_only loading." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping CUDA assertion." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different fields; not the same underlying defect." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "General tokenizer inconsistency vs a specific T5Tokenizer load-time AttributeError; different bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP community model is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems: gather_for_metrics batching vs SAM3 text/bbox behavior." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but one is a CPU offload device mismatch and the other is unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor segmentation-map handling and BarkProcessor voice_preset are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both are serving/inference issues, but they affect different models and failure paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "CUDA assertion with Qwen3 auto device mapping is a different code path from GraniteSpeech local checkpoint loading with PEFT adapters." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM in Transformers 5.x is unrelated to tokenization changes across versions." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both are multimodal/model-loading issues, but one is incorrect visual encoder key saving and the other is missing text encoder weight loading." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer 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{ + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and a cross-model zero-loss classification bug are different configuration/loss 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": 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-10000-453", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "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:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44514|issue:44545", + "issue:43531|issue:44589", + "issue:44898|issue:45072", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44368|issue:45357", + "issue:43421|issue:43927", + "issue:44987|issue:45042", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:45704|issue:45859", + "issue:41720|issue:45704", + "issue:43421|issue:44186", + "issue:45663|issue:45923", + "issue:43531|issue:43645", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:43596|issue:44220" + ], + "prepared_review_unit_hash": "ba5233ee3da20cdf95e8aa4a7b0df4addcb7aa2300cfce4db6e8b51e33749a5d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37110, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issue reports; only one pair is a clear duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crashes. The rest are different bugs in different models/code paths and should not be merged as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44545 is the best canonical issue for the only true duplicate pair: it matches issue:44514 exactly, and it has slightly more discussion/inbound activity, making it the better representative report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue to keep overall because it is the exact duplicate pair representative and has the most activity among the matched reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different code paths; not the same underlying bug." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same crash description for Qwen2_5_VLProcessor.apply_chat_template with batched input and padding=False; these are duplicates." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: Qwen3-MoE sliding_window behavior vs a Float8 storage TypeError." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver image resolution handling vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen-family models, but one is from_config/text_config unwrapping and the other is CPU-offload rotary embedding incompatibility; different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "No shared underlying bug; one is a post_init contract issue, the other is num_labels propagation in Qwen3.5." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer problems with no concrete overlap: AddedToken keyword collision vs model/tokenizer load failure for ScandiBERT." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths and failure modes: flash_attention sink-less handling vs Qwen composite config unwrapping." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to the incorrect visual encoder keys saved in Qwen3.5." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token/config metadata, but one is runtime post-processor updating and the other is save/load token ID loss causing IndexError; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions: model loading failure for physical-intelligence/fast vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision/model mismatches, but one is a SigLIP2 doc/example plus quantization issue and the other is an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Qwen3.5 embedding unpacking in TRL SFT vs evaluate() failing after train()." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen vision-language bugs: weight_only load error vs incorrect video vision_position_ids." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading failure is unrelated to the sinq quantization save/load regression." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a separate behavior from exploding gradients with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special-token handling, but one is post-processor updates and the other is BigBirdTokenizer mask token registration; too different to merge." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE tokenizer failures, but 44843 is specifically the mistral regex/model_info call; 42886 is broader and not clearly the same concrete bug." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 RMSNorm memory-leak issue is unrelated to a missing supports_gradient_checkpointing flag on Nemotron-3-Nano-Omni." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer use_cache correctness and T5 decoder-input validation error messaging are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different problems: apex RMSNorm memory leak vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states handling is unrelated to Nemotron gradient-checkpointing flag metadata." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is a model/runtime issue, not the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different vision-language/model bugs: SigLIP2 nonsensical outputs vs CamemBERT masked LM prediction regression." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex logic, but 45081 is an AttributeError on backend_tokenizer and 45356 is a codec/warning regression for Kimi-K2.5." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization/offloading behavior are not the same failure mode." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/quantization errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3/BertModel index errors and _torch_extract_fbank_features() are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports, and the canonical choice of issue:44545 is supported by the slightly higher activity in the packet. The other soft-edge rejections are conservative and do not overstate duplicate evidence based on the titles/data provided." + }, + "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": 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-10000-453", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45685", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:42915|issue:43746", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43550|issue:45072", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43322|issue:45685", + "issue:43531|issue:43643", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43388|issue:46032", + "issue:43716|issue:44008", + "issue:43643|issue:44877", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:44448|issue:44671", + "issue:43950|issue:45987", + "issue:44821|issue:45084" + ], + "prepared_review_unit_hash": "141e4b756d2cd82c7dc1c733232c6e4bf2f5325105e5839858b9f44bc99344e2", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35902, + "estimated_input_tokens": 8976, + "estimated_eval_tokens": 18208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous set of mostly unrelated issues. I do not see a true duplicate cluster or a single clear canonical issue/PR. All soft-edge pairs look like false positives based on different root causes, models, or code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue cleanly subsumes the others; the items span unrelated regressions and model-specific bugs. If forced to pick a representative, none would be reliable enough for canonicalization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different subsystems and failures: tokenizer regex/regression vs Hub file listing forwarding. No shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Different models and causes: Qwen3Moe FP8 config failure vs GraniteSpeech PEFT/local checkpoint loading. Not the same change or code path." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video input, but the models and failure modes differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing vs GenerationMixin import error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet accelerate loading/unpacking issue vs DAC forward/from_latents mismatch. Different components and fixes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token decode bug vs BitNet weight unpacking bug; unrelated code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction issue vs tokenizer mapping/model registration problem. Not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and symptoms: torch.compile/SDPA on Bamba vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions assignment regression vs RTDetrV2 output difference in v5; both are output regressions but not the same code path." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR index error. Different model behaviors and likely unrelated fixes." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken argument duplication vs tokenizer loading failure for a specific model. Similar area, but not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Separate model-specific correctness problems; no shared failure mechanism beyond both being inference bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen video-input processing error vs Gemma3n variable name collision in forward. Different models and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash vs Perceiver image resolution/interpolation failure. Unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token handling vs DAC latent decoding mismatch. No shared root cause." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messages vs zero-loss classification regression. Different semantics and fixes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault vs MPS histogram kernel not implemented. Completely different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss. Not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction vs Smollm3 RoPE-layer dropping. Different model config issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline model_info behavior and the other is backend_tokenizer AttributeError. Related area, not the same concrete bug." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering last-batch truncation vs Mamba2 use_cache correctness. Unrelated runtime paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch vs Gemma3n audio mask attribute collision. Different model components." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech. Not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure vs CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta. Different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but different models and likely different root causes. Too broad to merge." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "from_pretrained buffer corruption vs StaticCache return-type contract issue. Different APIs and code paths." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs template compilation error. No meaningful overlap." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44186", + "issue:44291", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46294", + "issue:46326", + "issue:46463" + ], + "soft_pairs": [ + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:39692|issue:45834", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "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:46294|issue:46463", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:43577|issue:43582", + "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:45081|issue:45406", + "issue:42175|issue:45081", + "issue:45372|issue:46326", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "9e02754b085a858eb3247ec6922944e3945ec6e797af914ad203da077ebdb43c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36614, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers issues. There is one clear duplicate pair around tokenizer added-token spacing / slow-vs-fast inconsistency, but the other soft pairs are only loosely related by broad subsystem or version changes and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:28218 is the clearest concrete tokenizer bug report and is earlier than the paired inconsistency report, so it works well as the canonical issue for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global issue candidate because it is broad, high-signal, and captures a major recent-version regression theme affecting remote_code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and different failures: dtype loading bug vs missing video temporal attention/weight tying." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve tokenization/processor behavior, but one is runtime special-token post-processing and the other is Whisper batch decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated problems: SigLIP2 docs/example errors versus Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they concern different Qwen models and different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer-related, but one is LayoutLMv2 NER padding/truncation and the other is AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen VL issues: one is from_pretrained weight_only loading, the other is flash-attention generation behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes and models: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a v5 error-message wording issue; the other is a SigLIP2 model/pipeline correctness bug." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation errors, but they affect different models and different validations." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "The first is a shape-mismatch IndexError; the second is a trainer lifecycle failure after train()." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs still mentioning removed pipelines are not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "These describe the same tokenizer bug: added-token spacing / inconsistency between slow and fast tokenizer behavior." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different runtime problems: Blip2 dtype state vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The latter is a broad umbrella for remote_code breakage; the former is one specific cause, so they are not clearly the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return type bug and return_tensors keyword handling are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight accelerate loading failure is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is unrelated to dtype mismatch issues." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenization version changes are too different to treat as duplicates." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention v5 pipeline removals, but one is an error message bug and the other is stale documentation." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is a loading error and the other is a RoPE position-id scaling bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading regressions, but they hit different APIs and failure points." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different AttributeError failures in different components: Mistral regex patching vs Gemma4Processor tokenization state." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and Mistral tokenizer patching are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import during Gemma 4 loading and the other is a continue_final_message tokenizer behavior bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are unrelated hardware/runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the soft-edge decisions are appropriately conservative overall. The accepted tokenizer pair is plausibly mergeable as a single bugfix, and the other pairs are reasonably kept separate based on distinct models, APIs, or failure modes." + }, + "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-10000-453", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43650", + "issue:43653", + "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:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46209", + "issue:46285", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:34634|issue:36331", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:44060|issue:44368", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43650|issue:43906", + "issue:43746|issue:44811", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:44387|issue:44617", + "issue:43257|issue:43329", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:36010|issue:36331", + "issue:46421|issue:46424", + "issue:43531|issue:45042", + "issue:39692|issue:44912", + "issue:45459|issue:45803", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "f1a50878cad5b333e726b7683bb80d22fb9af26f5885d7a6037de8f6bd8c2b21", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36831, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated Transformers issues across loading, quantization, processors, training, cache, and model-specific regressions. I found no pair that is clearly the same underlying bug/change, so no canonical issue or PR emerges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue: the items cover distinct failures in different subsystems and model families, with only superficial thematic overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate because there is no coherent duplicate cluster to anchor on; the closest matches are still different bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated issues: one is a reproduction of an upstream correctness issue, the other is FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: audio chat-template sampling-rate defaulting vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: BarkProcessor voice preset vs trainer compute_loss signature change." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast reduce_labels behavior vs RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: BigBirdTokenizer special-token registration vs GGUF loading fallback/quantization behavior." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar theme of tied-weight warnings, but different models and symptoms; not clearly the same concrete bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different failures: template compilation error vs CLIPTokenizer max_length constant misuse." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap beyond being model/library issues; one is image-label reduction, the other an MPS attention correctness bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "One is a model load KeyError, the other is a broad remote_code regression; too different to merge." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs in different areas: multimodal token counting video branch vs removed Sam3LiteText auto-mapping references." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: missing Float8 storage handling vs unnecessary torchvision requirement in PIL processors." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different loading regressions affecting different artifacts and APIs; not the same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: zero3/non-pretrained BERT index error vs post-train evaluate failure." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No relation: placeholder issue text vs a concrete reproduction of an upstream issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: local checkpoint loading with PEFT adapters vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime failures: torch.compile with SDPA vs MXFP4 quantization fallback on load." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different bugs: DAC STE mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but causes differ: int4 quantization memory regression vs Sam3Video model OOM." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs multimodal token counting video-branch bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both are upgrade regressions, but one is a GenerationMixin import breakage and the other is custom-model initialization in notebooks." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different issues: BitNet packed-weight loading vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/load failures with different triggers and code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms and components: SigLIP2 zero probabilities vs OmDet-Turbo processor producing wrong resolution." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated upgrade regressions: import error for GenerationMixin vs trainer compute_loss signature mismatch." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Related cache area, but one is lazy-init recompilation with chunked prefill and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different domains: Qwen3-MoE sliding_window bug vs PIL image processors requiring torchvision." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to GGUF/MXFP4 loading behavior." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are distinct locations and failure modes; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both touch audio processing, but one is sampling-rate defaulting and the other is batch_decode skip_special_tokens handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:43454|issue:43577", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:43257|issue:43931", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:44849|issue:45701", + "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "e8338dbbd40803f2f5ee199031a2f1925abb6b1dd0c24a57743d7847ab65e086", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35931, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: tokenizer regressions, multimodal/video bugs, model-loading failures, and offload/quantization problems. From titles alone, none of the soft pairs is clearly the same concrete bug with enough confidence to merge.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45488 is the clearest concrete regression report in the set: it names a specific tokenizer override and a visible downstream breakage, while many others are either broader umbrellas or different subsystems entirely.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best representative issue overall because it is specific, reproducible, and high impact, whereas most other items in the cluster are either unrelated or too vague to serve as a canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Import-warning path handling and Qwen3 MoE weight conversion are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Deepspeed weight conversion failure vs CUDA OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input related, but one is a missing helper in token counting and the other is a broader regression; not enough to prove the same code-path bug." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight tying for AyaVision and Blip2 dtype casting are different model-loading issues." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config loading, but one is missing fields from trust_remote_code and the other is about unwrapping text_config in from_config; different bugs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting helper failure and batched video processor shape mismatch are related area-wise but not the same defect." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking and perplexity on GPT-oss are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token-count updates are different subsystems." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete failures and model families." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP RAM-efficient loading and mmap OOM on Strix Halo are different memory/loading issues." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but the models and failure modes differ; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE conversion and Qwen3-VL weight-shape mismatch are different loading failures." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Fine-grained FP8 config failure and MobileLLM key error are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights TypeError and PIL-backend torchvision dependency regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and AutoImageProcessor URL loading are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading physical-intelligence/fast and CLIPTokenizer max_length are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and a generic tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained key corruption are different issues." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading DiaConfig token IDs and MXFP4 load fallback are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Missing BOS/EOS insertion and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf AutoTokenizer/AutoModel loading and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on a CLIP model and TrainerState token counting are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install and missing Qwen2_5_VL import are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg conflict and tokenizer loading failure for est-roberta are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload loading failure and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VLM video regressions, but one is a broad multi-model regression and the other is a specific vision_position_ids issue; titles do not prove the same root cause." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch ImportError and Llama 3.2 Vision model-loading breakage are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987", + "issue:46399", + "issue:46463", + "issue:46468" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:44737|issue:46463", + "issue:42175|issue:44488", + "issue:43577|issue:45072", + "issue:43257|issue:43756", + "issue:43906|issue:46468", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44062|issue:45081", + "issue:43582|issue:43782", + "issue:27957|issue:28282", + "issue:43404|issue:45987", + "issue:44737|issue:45588", + "issue:44792|issue:44964", + "issue:43756|issue:46399", + "issue:43906|issue:45381", + "issue:43756|issue:45325", + "issue:45823|issue:46463" + ], + "prepared_review_unit_hash": "f1ebc9ce38c8aa8b0275cfe16b908b020e191d8368cd7b873376938c5080276d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated bug reports across different models or subsystems. The only likely duplicate is the SigLIP2 implementation mismatch vs. the report of nonsensical outputs/pipeline failure.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43493 is the clearest root-cause report in the only likely duplicate pair; issue:43994 reads like the downstream symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the best representative issue because it states the underlying model discrepancy rather than only the observed bad outputs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video inputs, but they target different Qwen model families and different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different models and different errors; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "CI forwarding `revision` and a Transformers load failure are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are different problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and `init_empty_weights` argument handling do not look like the same code-path bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing import error vs. LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and FSDP CPU RAM efficient loading are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms; one is zero probabilities, the other is a Perceiver image-classification failure." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU tensor creation bug and T5 decoder-input error message are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend install extras and a model loading failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and likely different implementation paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer behavior are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of another issue and a broken Nemotron example are not clearly the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 output correctness problem; one frames it as an HF-vs-JAX discrepancy, the other as nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` initialization and loading AutoImageProcessor from URL are different failure modes." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom `compute_loss` signature incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification loss degeneracy are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword conflict and Mistral regex patch crashing on missing backend tokenizer are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight-only loading error are different issues." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLM-R with Flash Attention 2 and missing PyTorch import are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and `StaticCache.get_seq_length()` return type are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet positional encoding on CPU and flash-attention sink handling are different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "A Janus test failure and a Phi-4 multimodal load failure are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3.5 kernel registration error are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A generic reproduction issue and a specific Qwen2.5-VL vision_position_ids regression are not clearly duplicates." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer behavior and Qwen2.5-VL temporal position scaling are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch and T5 decoder-input validation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:43493 vs issue:43994, is plausibly the same SigLIP2 bug based on the shared model/title context. The other soft-edge rejections are reasonably cautious given the differing models, subsystems, or failure modes." + }, + "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": 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-10000-453", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463" + ], + "soft_pairs": [ + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:45357|issue:45920", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44913|issue:46121", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:41762|issue:44936", + "issue:44493|issue:46050", + "issue:44514|issue:45381", + "issue:44466|issue:45005", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:43688|issue:43749", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:44361|issue:44442", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "cff54a995fd2ac0ce582ff07dfb4ec8129f121374a2669a447f46bb1c1a3df9a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35418, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated issues. The only plausible duplicate thread is the tied-weights regression in v5 around serialization/loading for translation models.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45005 is the broadest representative of the only credible duplicate thread: tied-weights serialization/loading regressions in v5. It subsumes the more specific device-dependent lm_head.weight report in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 has the clearest, broadest scope among the related items and is the best anchor for the tied-weights regression thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: torchvision dependency in PIL image processors vs Mistral regex patch crash during tokenizer loading." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but one is a gguf_file regression and the other is a specific model load failure; not the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated load-time errors: KeyError for MobileLLM loading vs Float8 storage lookup/type handling." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different model families and different operations: incorrect visual encoder keys on save vs wrong token IDs on AutoTokenizer." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump not yet on PyPI; the other is stale auto_mappings references causing CI breakage." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch config/rope settings, but one is silent default reversion on reload and the other is a TypeError during validation conversion." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is generic trust_remote_code config loss and the other is a specific Qwen vision config field dropped by strict parsing." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions on different models: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids behavior is unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and granite_speech strict config loading are different config bugs." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and trainer.evaluate after train are not the same issue." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization/loading problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat template padding and the other is video vision_position_ids; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "These are the same tied-weights regression thread in v5: 44466 reports device-dependent lm_head.weight serialization, while 45005 describes the broader translation-model tied-weights failure." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer/from_pretrained, but the root causes differ: gguf_file loading breakage vs an unconditional model_info call in the Mistral regex patch." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are different subsystems and failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training behaviors." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import detection and NoneType broadcast in Trainer are unrelated errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError for missing PyTorch and MacOS bus error on CLIP are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures on different models; no shared underlying bug is evident." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is Kimi-K2.5 codec handling plus warning text." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative overall. The only accepted soft pair, 44466/45005, is plausibly the same tied-weights regression thread, and the other pair verdicts avoid overstating duplicates." + }, + "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": 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-10000-453", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46170", + "issue:46178", + "issue:46402" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43653|issue:44361", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:43452|issue:43577", + "issue:45542|issue:46178", + "issue:24643|issue:27957", + "issue:43653|issue:44568", + "issue:29159|issue:33357", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43646|issue:43749", + "issue:43688|issue:45440", + "issue:44514|issue:45290", + "issue:43531|issue:43742", + "issue:43756|issue:46402", + "issue:43688|issue:45704", + "issue:45491|issue:46002", + "issue:43653|issue:43927", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43643|issue:44561", + "issue:44464|issue:44977", + "issue:32090|issue:34567", + "issue:41720|issue:44464" + ], + "prepared_review_unit_hash": "5d343f24406ca68960f6d4a74a2e0a391ee26de14306eb52a356c3656f13b2e4", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36427, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue pairs across tokenizer, loading, training, and backend areas. The only likely duplicate is the `apply_chat_template` crash pair (44514/45290), which appears to describe the same assistant/tool-call tokenization failure from titles alone.", + "confidence": 0.86, + "canonical_issue_reason": "44514 is the earlier issue and its title matches the broader `apply_chat_template` crash area best. 45290 looks like a probable later duplicate, but with only titles/metadata available I\u2019d phrase this as a likely duplicate rather than a confirmed same-crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best canonical issue because it is earlier and the title is the clearest broad match for the shared `apply_chat_template` failure. 45290 is the more specific follow-up report, so it fits as the duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different failure modes: Gemma4 processor import regression vs Windows/ROCm torch.distributed import/type error." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-related, but the titles point to different bugs and different models." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate-after-train behavior is unrelated to a Gemma4 device-mismatch forward error." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` save_pretrained behavior is unrelated to AutoProcessor kwargs propagation." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and a custom model processor/tokenizer regression are different issues." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "`gguf_file` loading breakage is unrelated to BLIP2 dtype staying float32." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/TensorFlow wording, but the concrete errors are different." + }, + { + "left": "issue:24643", + "right": "issue:27957", + "accept": false, + "reason": "DeepSpeed weight-dimension training error is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer special-token bugs on different models; not the same defect." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency issue and CLIP bus error on macOS are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype retention and RTDetrV2 output divergence are different code-path problems." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub access in `_patch_mistral_regex` is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same as Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related, but the auxiliary-loss normalization bug and DeepseekV3MoE divergence are different problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "Very similar `apply_chat_template` crash wording, both centered on batched/assistant/tool-call handling and empty content; likely the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window issue is unrelated to a MobileLLM-125M key error on load." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization is unrelated to T5 using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN symptoms with different triggers and model contexts." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile + SDPA failure for Bamba-9B-v2 is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to Qwen3.5 num_labels propagation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve `trust_remote_code`, but the concrete failures are different." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked-generation inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert is unrelated to compiled forward chunked-generation inconsistency." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The soft-edge rejections are mostly conservative, but the canonical duplicate call is a bit overstated for the evidence available. In the packet we can see only the titles/metadata, not the bodies, so claims like \u201cmore specific reproduction details\u201d and \u201csame crash\u201d are stronger than what the packet directly supports. The safer phrasing would be that 44514 is the earlier, likely related report, with 45290 as a probable duplicate based on similar apply_chat_template crash wording." + }, + "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": 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-10000-453", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45357", + "issue:45405", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43504|issue:43720", + "issue:44977|issue:46209", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:33666|issue:36010", + "issue:44466|issue:46050", + "issue:43742|issue:44821", + "issue:43577|issue:45588", + "issue:44554|issue:46365", + "issue:43720|issue:43927", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:44849|issue:46209", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:43278|issue:43688", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44625|issue:46002", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44849|issue:45357", + "issue:44568|issue:45812", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844" + ], + "prepared_review_unit_hash": "bba9661e6a027b8b268d4565b4a54b609f010308ff93d2a3f9469b90b091c836", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37728, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate edges are superficial text-similarity matches. They span unrelated models, configs, and failure modes, so there is no true duplicate cluster here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different failures: BEiT legacy preset field vs BitNet packed-weight loading." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different models and paths: Qwen3.5 flash-attention generation vs FP8 B200 inference." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field load error is unrelated to Bamba torch.compile SDPA crash." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer gpu_broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model preset load bug is unrelated to processor image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype retention bug differs from MPS attention correctness issue." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Tied-weight serialization bug differs from sinq quantized save/load breakage." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype casting is unrelated to flash_attention.py s_aux=None crash." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue is unrelated to Trainer import conflict." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight load bug is unrelated to DiaConfig token-id persistence." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default is unrelated to processor.tokenizer/image-handling regression." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to DiaConfig save/load token IDs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF from_pretrained breakage is unrelated to ScandiBERT model loading." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapped forward mismatch differs from sinq save/load corruption." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to FP8 B200 inference." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training issue is unrelated to custom compute_loss signature change." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect results differ from return_tensors being ignored." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16/FP32 eval dtype drift is unrelated to aux-loss normalization." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate loading bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Different configs and fields: Llama4 pad_token_id vs StableLm pad_token_idx." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to classification-head NaNs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer extra-space bug is unrelated to MacOS CLIP bus error." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 JAX/HF discrepancy is unrelated to pipeline translation-support message." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs-example model/processor errors are not the same as core SigLIP2 implementation mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-state bug differs from save_pretrained visual-key regression." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token regression is unrelated to Granite tokenizer IDs." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for sleng-bert is unrelated to offline model_info patch." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient explosion." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs example failure is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift is unrelated to ZeRO-3 gradient inflation." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:43065", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:45200|issue:45229", + "issue:43540|issue:44977", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43334|issue:43572", + "issue:43257|issue:43299", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:43334|issue:45759", + "issue:43278|issue:43701", + "issue:45229|issue:45823", + "issue:43575|issue:45405", + "issue:44493|issue:46285", + "issue:43572|issue:44291", + "issue:44792|issue:45405", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:44464|issue:45584", + "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:43844|issue:44964", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "30318fcbecbab39d828df9fcf32ae92888c925c3e08046fd8ef17ad688882040", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36339, + "estimated_input_tokens": 9085, + "estimated_eval_tokens": 18426 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct bug reports across different model families and subsystems. The soft links mostly reflect broad topical similarity (Qwen, Gemma, loading, serving, quantization) rather than the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the items span unrelated failure modes and model families, and the soft pairs do not point to one shared underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster does not represent one concrete bug/change; it is better treated as multiple separate issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids handling is unrelated to a Gemma4 31B multi-GPU CUDA OOM." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen multimodal/attention paths, but one is a video-processing ValueError and the other is a flash-attention generation issue; different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "One is a custom model initialization regression in v5, the other is inconsistent lm_head serialization by device; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to max_cache_length only applying to quantized cache." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-loading regressions after v5, but they affect different models and different missing fields; not the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is model loading in dev; too different to merge." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import is unrelated to the Float8 storage lookup error." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage resolution and flash_attn import on Python 3.13 are unrelated failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy BEiT preset loading and a CPU offload device mismatch in Bark are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig losing custom token IDs after save/load is unrelated to MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a missing pad_token_id on text config and the other is from_config failing to unwrap text_config; related area, not the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "TrainerState token accounting and resume_from_checkpoint key mismatch are different training-state bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 inference OOM and Gemma4 PLE device mismatch share a model family but not the same underlying issue." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version bump." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text model structure changes are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing StableLmConfig field after v5 is not the same as init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to the PEFT dependency version issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy field loading and BigBirdTokenizer special-token registration are different tokenizer/model-loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload device mismatch in Bark is not the same as a stale GraniteSpeech CI test override." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation is unrelated to Whisper failing on empty transcription after special-token alignment." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys do not share a concrete code path." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading behavior and sinq save/load breakage are distinct quantization bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash attention crashing on sink-less models is unrelated to sinq serialization/load failure." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve continuous-batching crashing on multimodal inputs and /v1/responses KV-cache continuation indexing are different server bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after failed training jobs are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion with HfDeepSpeedConfig is unrelated to Phi-4-multimodal load failure." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens has nothing to do with TrainerState token counters." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:15354", + "issue:29159", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:42490|issue:43696", + "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:43493|issue:43701", + "issue:44521|issue:45290", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356", + "issue:39692|issue:46192", + "issue:43572|issue:44987", + "issue:45520|issue:46178", + "issue:43572|issue:43957", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:37428|issue:43824", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "03ccc337ef3ed00afc937cfa4efbf1673b47b0dad1544289a18de65eb8139921", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a coherent duplicate cluster: the items span unrelated regressions in tokenizers, generation, multimodal processors, import paths, and training/runtime backends. None of the soft pairs looks like the same underlying bug/change, so there is no strong canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning vs CUDA OOM on GPT-oss-20b; unrelated failure modes." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer _gpu_broadcast_one NoneType error; different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor _tokenizer attribute error vs rope validation TypeError; unrelated bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template node compilation error vs flash_attn import KeyError; no shared underlying issue." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs import version-check bug in flex_attention; too different." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities; unrelated model issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon caching allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe vs Gemma4 text-only mm_token_type_ids defaulting issue." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is missing mm_token_type_ids defaults and the other is a device_map forward mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash support import vs meta-device loading regression; different subsystems and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync issue after sync_gpus vs Qwen3.5 hidden-states bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/batching vs return_tensors being ignored with text_kwargs; different tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs return_tensors precedence bug; not the same underlying problem." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs video processor batch-shape bug; both processor-related but distinct." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression vs OmDet-Turbo processor/model size mismatch; different concrete bugs." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position ids bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs offloading/quantization behavior; no shared code-path." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue vs Kimi tokenizer codec-handling regression; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/example errors vs return_tensors silently ignored; different scope and fix." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs model-loading failure for physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError vs tensorflow_text backend mapping error; both import issues but not same bug." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config pad_token_idx issue vs meta-device loading regression; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure vs ZeRO-3 gradient inflation; unrelated training/runtime problems." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "State dict serialization inconsistency vs LoRA merge collapse with extended vocab; different root causes." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "flash_support import error vs missing Qwen2_5_VLForConditionalGeneration export; unrelated import problems." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained vs CLIP model structure inconsistency; different regression 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": 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-10000-453", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43334|issue:43525", + "issue:43388|issue:43526", + "issue:44792|issue:45563", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:38175|issue:43493", + "issue:28218|issue:35141", + "issue:41720|issue:46209", + "issue:43278|issue:43856", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:38175|issue:45412", + "issue:45520|issue:46170", + "issue:45290|issue:46326", + "issue:45759|issue:46285", + "issue:44610|issue:44857", + "issue:44561|issue:46234", + "issue:43819|issue:44112", + "issue:44514|issue:44521", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43819|issue:45083" + ], + "prepared_review_unit_hash": "899264c323800d92c835b1cc583a3e20ba7761889572b6005d7d1c6e4272b91a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across tokenization, chat templates, vision/audio processors, model config loading, memory, and CI/platform-specific failures.", + "confidence": 0.99, + "canonical_issue_reason": "No single canonical issue fits here; the items are heterogeneous and do not describe the same underlying bug.", + "canonical_pr_reason": "No pull requests were provided in the cluster.", + "best_issue_reason": "No global best issue: none of the issues is a representative superset of the others, and merging them would conflate unrelated bugs.", + "best_pr_reason": "No pull requests were provided in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different bugs: Perceiver interpolation on non-default resolution vs RT-DETR model memory not releasing on deletion." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different code paths: Gemma 4 multimodal token IDs defaulting vs Qwen2.5-VL RoPE scaling of still-image positions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor output-shape bug is unrelated to tensor-parallel OOM when loading a large Qwen model." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing pad_token_id, but they affect different model configs and loading paths (Qwen3-VL vs Llama4)." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different utilities: gather_for_metrics tuple handling vs BeitImageProcessorFast reduce_labels truncation." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is not the same as a stale paged-generate warning about num_return_sequences." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and Qwen2.5-VL import error are separate model/setup problems." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class is unrelated to a detokenization regression in DeepSeek coder." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is zero probabilities on a checkpoint and the other is an HF-vs-JAX implementation mismatch; not clearly the same bug." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: auto device mapping CUDA assert on A800 vs FP8 inference incompatibility on B200." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI test stale device override." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncating label arrays is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to batched video processor shape handling." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities behavior and RT-DETR GC memory retention are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key error is unrelated to Windows ROCm torch.distributed import/type errors." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templates, but the failure modes differ: tool-call messages with no content vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen multimodal config unwrapping and CLIPTextModel structure inconsistency are different model-family issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch is unrelated to LwDetrImageLoss crashing under float16 AMP." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing is_torch_fx_available after v5 removal and missing is_falcon_mamba_ssm_available are separate import-utils symbols." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch has no relation to a GraniteSpeech stale CI test." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are apply_chat_template bugs, but one crashes on batched padding=False input while the other produces all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "These are separate documentation regressions for different pipelines and deprecated arguments, not one underlying issue." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to qwen3_omni_moe helper length behavior." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46402" + ], + "soft_pairs": [ + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:44448|issue:44743", + "issue:43335|issue:43653", + "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:43335|issue:43504", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:29127|issue:32090", + "issue:39692|issue:43526", + "issue:45588|issue:45859", + "issue:45290|issue:45381", + "issue:43335|issue:45083", + "issue:43720|issue:44112", + "issue:45459|issue:46234", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:39692|issue:44493", + "issue:43335|issue:45593", + "issue:34689|issue:35141", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:43606|issue:44857" + ], + "prepared_review_unit_hash": "86a90dcfdfde90959904399155e60b3da0a6980053afb2c1a1fad4c1d0e312bc", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue-to-issue similarity candidates. Only one pair is a clear duplicate: the repeated Qwen3.5 MoE `from_pretrained` regression report. No PRs are present.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier, more complete report of the Qwen3.5 MoE `from_pretrained` regression, and issue:45478 is the later duplicate with the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest canonical issue because it precisely captures the concrete regression, is earlier, and subsumes the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated symptoms: sparse-layer config bug vs torch.compile/SDPA failure in Bamba." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both involve loading, but the concrete breakages differ: `base_model_prefix` loading vs Sam3Model text encoder weights not loaded." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and bugs: CPU offload device mismatch vs feature-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing internal import is not the same as general Torch 2.10 incompatibility." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: Pegasus output changes vs Qwen3 modular recurrent state reset." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Config/sparse-layer bug is unrelated to tokenizer special-token registration." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different models and mechanics: Gemma4 text-only `mm_token_type_ids` defaulting vs flash-attention `s_aux=None` crash." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embedding collapse is unrelated to the category-cardinality limit." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: SDPA/torch.compile model issue vs stale CI device override test." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/`torch.jit.script` parsing error is unrelated to the qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different regressions." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys during loading." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers sparse-layer creation vs Beit legacy-field loading." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/evaluate dtype drift is unrelated to the pipeline translation-task error message." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging and Trainer broadcast TypeError are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Doc example issues are unrelated to BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sink handling and Qwen3_5Moe rotary CPU-offload compatibility are distinct problems." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to a stale CI device override test." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and missing import-utils symbol are not the same regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` failure on transformers>=5.4.0; the later issue repeats the same bug report." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer configuration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to unexpected position-id keys." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Device mismatch during CPU offload is unrelated to LwDetrImageLoss AMP crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: 45310 and 45478 have the same title and are a plausible duplicate pair, with 45310 earlier. The rest of the soft-edge rejections are conservative and stay within the evidence available from titles/metadata. No PR-pair mergeability issue applies because the packet contains issues only." + }, + "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-10000-453", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44857|issue:45072", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:44855|issue:46399", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:44561|issue:44779", + "issue:10000|issue:15354", + "issue:37428|issue:44987", + "issue:43278|issue:43329", + "issue:27957|issue:34689", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:45372|issue:45588", + "issue:45588|issue:45823", + "issue:43976|issue:45440" + ], + "prepared_review_unit_hash": "89cbee519de7c51b551509db93d5316b3d58f01c3622deef09ff3fa97103355a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36537, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer regressions, flash-attention issues, loading/import failures, dtype/device-mapping bugs, and unrelated training/runtime errors. There is no shared underlying bug or code path, so none of the soft pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes across different models, versions, and workflows.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for this cluster; the closest thing to a hub is 45920, but it only covers one tokenizer-regression slice of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression vs. a separate `return_tensors`/`text_kwargs` handling bug; different API surfaces and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the position-id key mismatch reported here." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve precision, but one is a CUDA AMP crash in LwDetrImageLoss and the other is a bfloat16 inference dtype mismatch in different models." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning failure and BeitImageProcessorFast label reduction are unrelated bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` NoneType error are completely different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same issue as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch during resume is unrelated to the qwen3_omni_moe helper-function bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs. Gemma4 multi-GPU OOM; different subsystems and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local-checkpoint loading in GraniteSpeech is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast error and MacOS bus error on community CLIP are different runtime issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match the embedding reinitialization bug in `post_init`." + }, + { + "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 problem." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is a different code path from Qwen3.5 rotary registration missing a decorator." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and Qwen2-57B tp OOM are unrelated loading behaviors." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load, but one loses custom token IDs in config and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code is unrelated to DeepSeek tokenizer regression." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and ViT GeneratorExp torch.jit.script export failure are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and a model-load failure for `physical-intelligence/fast` are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift is unrelated to the undefined video-branch variables in `_get_num_multimodal_tokens`." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 compatibility and Llama 3.2 vision model loading are different model-specific failures." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading not working and Gemma4 multi-GPU OOM both involve memory, but they are distinct problems and code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "A float16 AMP crash in LwDetrImageLoss is unrelated to an `s_aux=None` crash in flash_attention integration." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Gemma4 multi-GPU OOM are separate device/memory bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling bug is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same issue." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change during evaluate is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading ImportError from `mistral_common` is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention crash and Gemma4 PLE device mismatch are different failure modes in different layers." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to DeepseekV3MoE behavioral divergence." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:43412|issue:45588", + "issue:45372|issue:45406", + "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:44361|issue:45198", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:29127|issue:34567", + "issue:43065|issue:43994", + "issue:43611|issue:46121", + "issue:44871|issue:44977", + "issue:43066|issue:44462", + "issue:45459|issue:45712", + "issue:42915|issue:42994", + "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:43756|issue:45440" + ], + "prepared_review_unit_hash": "6dc869823af1d8b26d6c8c237db65ebadabf70553b4b20f0d1a4b3421d0c97f9", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36429, + "estimated_input_tokens": 9108, + "estimated_eval_tokens": 18472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad themes (tokenizers, quantization, memory, vision models) but not the same underlying bug or fix path. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45412 is the strongest standalone triage candidate: it has a concrete memory-leak symptom, user impact, and multiple references. That said, the set is not a true duplicate cluster, so this is only a practical anchor, not a duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45412 is the best representative issue because it is well-scoped, actionable, and high-impact compared with the others. It is the clearest single bug report, even though it is not actually duplicated by the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5-related regressions, but one is generation output drift and the other is serialization of tied weights; different code paths and fixes." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Different models and failure sites: Gemma3n export vs flash-attention runtime AttributeError. Not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/dependency failure and the other is a processor init attribute error. Distinct issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Completely unrelated: pipeline top_k shape change versus Trainer GPU broadcast TypeError." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different components and root causes: Wav2Vec2 save/tokenization failure vs a bare-except in Fuyu tensor conversion." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Both are tokenizer/model bugs, but the first is special-token registration and the second is recurrent-state cache handling. Not mergeable into one fix." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated behaviors: category-count runtime error versus a stale generate warning." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different training stack problems: NoneType broadcast in Trainer vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "One is a local-path import warning; the other is quantization/offloading behavior. Same broad area, different bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers/models and different failure modes. No shared underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer task/padding crash is unrelated to the Wav2Vec2 save/tokenization issue." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are vision-model problems, but one is a MacOS bus error and the other is a documentation/example mismatch plus quantization failure." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: dummy Conv2d placeholder vs memory not being released on delete." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-arg crash in a feature extractor versus a video-input regression in Qwen VL models. Different fixes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: LayoutLMv3 error-message clarity versus TrainerState token counter not updating." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel-decoder placeholder layer and SigLIP2 inference nonsense are unrelated issues." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading regression and rope-validation TypeError are different model-loading/config bugs." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: eos_token_id config mismatch versus flash-attention generation regression." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression and AutoTokenizer ignoring tokenizer.json are separate loading/serialization issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Both concern fallback/error handling, but one is tokenizer decode exception masking and the other is leftover dummy PT classes. Not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization-related, but one is FP8 config failure on model load and the other is quantized model saving failure. Different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems with no shared root cause." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but one is a GC leak in RT-DETR and the other is an overflow in sam3-litetext. Different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 loading import error and protobuf-related tokenizer error masking are separate issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is a model-export issue, not the same as Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and resume-from-checkpoint key mismatch are distinct training-state bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-implementation mismatches, but for different architectures and different concrete defects; not one fix." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:29127|issue:33357", + "issue:45440|issue:45593", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43824|issue:44279", + "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", + "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:27957|issue:33290", + "issue:43452|issue:45588", + "issue:44062|issue:45907", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "4a8debc529e5f4460d701457db861bdc4083523425fcffd661e546b3bf9646c7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36332, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous issue cluster with no clear duplicate group. The closest umbrella report is the generic Flash Attention 2 regression, but most other items are unrelated model, tokenizer, audio, or loading bugs.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 29942 is the broadest and most generic report here (\u201cFailing Flash Attention 2 tests\u201d), so it is the closest fit as a representative issue, even though the cluster overall is not a strong duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "29942 is the best single issue to stand in for the cluster because it has the widest scope among the mostly unrelated reports. It is not a true cluster center, just the least-specific representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token decode bug and the other is an AutoTokenizer loading failure for a different tokenizer; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different code paths: runtime special-token/post-processor updates vs Gemma3 sliding-window NaN embeddings on GPU." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is XLM-RoBERTa model support and the other is failing tests; the symptoms and likely fixes are different." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and a CLIP MacOS bus error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different models and different bugs." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and SAM3 LiteText memory overflow are unrelated inference issues." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BEiT image label reduction and Kosmos2.5 long-OCR indexing are different preprocessing/model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure and a generic dependency issue are not the same concrete problem." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/image-processing related, but one is a BEiT fast image processor label bug and the other is a LayoutLMv2 tokenizer crash; different failure modes and fixes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 and embedding reinitialization after resizing are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are different subsystems." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path slash import warning and gradient-checkpointing eval-mode restriction are not the same issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is a specific model load with tensor parallelism and the other is a broader int4 quantization memory regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3.5 MoE CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction and LwDETR AMP/CUDA crash are unrelated image-model bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation TypeError and Qwen3.5 kernel registration/decorator failure are different concrete code-path problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different model/config issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 sliding-window NaNs are different generation bugs." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and a LASR feature extractor argument crash are unrelated audio-processing issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa and a LayoutLMv3 error-message problem do not share the same underlying bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent state reset and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 model support and Adafactor/deepspeed OOM are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and a flash_attention.py None-handling crash are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-arg duplication and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/deepspeed OOM and Llama 3.2 Vision model loading breakage are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-453", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43646|issue:44077", + "issue:33290|issue:35141", + "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:43761|issue:44079", + "issue:43316|issue:43525", + "issue:42175|issue:46234", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:44987|issue:46178", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:44464|issue:46421", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44479|issue:45290", + "issue:44855|issue:45137", + "issue:44190|issue:44496" + ], + "prepared_review_unit_hash": "f39f07340dd07e2311ca468cf846f59c5882df6599b786fdc395dc09bd48f4f7", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35769, + "estimated_input_tokens": 8943, + "estimated_eval_tokens": 18142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose collection of unrelated Transformers issues; the soft pairs mostly share broad subsystem vocabulary but not the same underlying bug or fix. I rejected all soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical duplicate stands out because the issues span unrelated regressions, model-loading failures, config mismatches, generation bugs, and docs-only problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the broadest and most currently active loading/saving bug in the set, with multiple inbound references and substantial discussion, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention custom model init/post_init behavior, but 44077 is a model-specific policy issue while 43646 is a broader v5 initialization regression; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM is unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "OOM in training and a stale TrainerState token counter are different code paths and symptoms." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate runtime behaviors." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image interpolation failure 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 loss are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path slash import warning is unrelated to recurrent state reset during cached generation." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are related only at a very high level; the specific failure modes and likely fixes differ." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and missing pad_token_id on Llama4Config are different config regressions." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission and a missing import_utils availability helper are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 model loading regression is not the same as the v5 base_model_prefix loading breakage." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading are different subsystems." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and metric gathering on tuple labels are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 save_pretrained checkpoint corruption are different failure points." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states output regression is not the same as attention kernel divergence under torch.compile." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST post_init policy and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Both are loading-related, but one is a model/package load failure and the other is a backend registry error; no shared underlying fix is evident." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading and Gemma-3 eos_token_id inconsistency are separate bugs." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are both serialization-adjacent, but they are not the same bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Fuyu tensor conversion error handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and cache lazy initialization causing recompilation are different symptoms and likely different fixes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL shape mismatch are unrelated loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Generic config API discrepancy and composite Qwen text_config unwrapping are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL models and chat-template tool-call crash are separate feature paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 decorator parsing/import issue and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script and unrecognized model_type during AutoModel load are different failure modes." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46365", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43295|issue:43825", + "issue:43550|issue:43701", + "issue:43650|issue:46202", + "issue:25251|issue:28282", + "issue:43606|issue:43701", + "issue:45632|issue:46424", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:16998|issue:22355", + "issue:27957|issue:32090", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44610|issue:46369", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43540|issue:44514", + "issue:43404|issue:43441", + "issue:44871|issue:45584", + "issue:44077|issue:44534", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:45803|issue:46170", + "issue:41950|issue:43475", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "c2c9bd015aec009c7b3983aaa054d6e8ec2a159f7cb6fcb1c1f1f7e172c965b5", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated Transformers issues. The soft pairs mostly share superficial keywords like configs, loading, or model families, but they do not describe the same underlying bug or change path. No PRs are present, and there is no single canonical issue for the whole cluster.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is about trust_remote_code returning incomplete fields while the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: processor.tokenizer/images behavior in v4.57.5 vs an incorrect pipeline translation error message in v5." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA is a model execution bug; resume_from_checkpoint key mismatch is a training checkpoint-loading issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap; one is a vague/off-topic issue, the other is a Gemma pipeline roundtrip tokenization bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Nested-list output from pipeline top_k is unrelated to the PyTorch missing import error for AutoModel." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated failure modes in different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a trust_remote_code path collision and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM when loading Qwen2-57B with tensor parallelism are different issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM from tensor-parallel loading a large model is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length behavior and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer broadcast TypeError on NoneType." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "One is a regression around processor.tokenizer and image passing; the other is an eos_token_id config mismatch in Gemma-3." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and image preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo image size mismatch is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are configuration-related, but they concern different models and different problems: API discrepancy vs strict config loading failure." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are not the same bug, even if they share the Sam3 family name." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video input validation error and Qwen2_5_VLProcessor batched apply_chat_template crash are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are distinct model issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer junk values are unrelated Transformer v5 issues." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a failed janus image-generation test do not describe the same defect." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "FuyuBatchFeature exception handling and a Windows/ROCm import dependency issue are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline choosing image processors is a pipeline bug; missing fpn_position_embeddings is a SAM3 video model output issue." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading and unrecognized model_type in config.json are different loading failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage and GPTNeoXConfig rotary_pct reset are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are separate model-specific 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": 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-10000-453", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:44734|issue:45406", + "issue:45542|issue:46234", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:45381|issue:46369", + "issue:44792|issue:44977", + "issue:45563|issue:45584", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44479|issue:44734", + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:44617|issue:46369", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44521|issue:45381" + ], + "prepared_review_unit_hash": "92036fce97b29fe54cf88b8aec182eb9e2412ef80b718295966d3fb53c08ad95", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36134, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues. The only close thematic family is cache/chunked-prefill behavior, but the packet does not justify merging any of those into a confirmed duplicate set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43673 is still the best anchor because it states the most concrete cache/chunked_prefill regression. issue:46421 is related in theme, but the evidence here only supports a nearby candidate, not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43673 is the strongest representative issue in the cluster: specific symptom, specific subsystem, and the clearest shared theme among the few cache-related candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different bugs: tuple-label handling in metric gathering vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different failure modes and code paths: LoRA merge collapse vs missing multimodal token-type defaults." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache-like behavior, but the mechanisms differ; this is related, not confidently the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config regression vs backend-registration/import error." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different loading bugs: legacy-field preset loading vs wrong custom module selection after save/load." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Completely different symptoms and models: OOM vs empty-transcription generation failure." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serving, but one is KV-cache continuation indexing and the other is a missing processor attribute." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Separate import/backend issues with no shared concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Shared chunked-prefill/cache theme, but the packet does not establish the same underlying root cause; treat as a related duplicate candidate only." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config regressions: pad_token_id absence vs sliding_window behavior." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: video position IDs vs memory overflow on another model." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated failures: Janus test case vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Different generation issues: stale warning handling vs empty-output crash after token alignment." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs in different subsystems: CLIP hidden-states output vs router-logit loss handling." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/model issues with no shared underlying mechanism." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-family issues: weight-shape mismatch vs a tied-weights warning." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures in different workflows/models." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Serialization/buffer behavior vs config reload regression; not the same bug." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Unrelated: embedding reinitialization on resize vs local-path import warning." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different regressions: video-input behavior in Qwen models vs serve KV-cache indexing." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup is unrelated to the SigLIP2 inference bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime/import errors in unrelated modules." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Distinct failures: CUDA assert on device mapping vs category-count limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model/processor mismatches with no shared concrete code path." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but they involve different models and different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated import error vs Qwen3.5 chat crash." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: compiled-forward inconsistency vs stale warning text." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant-mask generation and video position IDs are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but one soft-edge verdict is too strong for the evidence in the packet. For issue:43673 vs issue:46421, the titles support a related chunked-prefill/cache theme, but not confidently the same underlying bug or root cause. That should be phrased more conservatively as a likely related duplicate candidate, not a confirmed same-bug pair. Because the accepted edge overstates what the packet shows, I\u2019m rejecting." + }, + "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": 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-10000-453", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46421" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44462|issue:45907", + "issue:25251|issue:27957", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:45632|issue:46234", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:44938|issue:45542", + "issue:45276|issue:45584", + "issue:45632|issue:46421", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:42175|issue:44279", + "issue:36246|issue:38617", + "issue:44246|issue:45003", + "issue:41950|issue:44016", + "issue:44186|issue:44734", + "issue:44683|issue:45446" + ], + "prepared_review_unit_hash": "43710a4208f402b94db8ffd8f49f0e2bfcb3898d6a18a30db9efa4b37732fc3c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35353, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs only share broad keywords like import, config, regression, or CI, not the same underlying bug. I would not merge any of the proposed soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 41628 is the broadest user-facing API/import failure in the set and is a reasonable anchor for the small import-error subset, though the overall cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "41628 is the most general and representative issue among these disparate reports; it is the best single anchor only because no tighter canonical duplicate exists.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different bug classes: buffer initialization at load time vs config persistence/reload defaulting." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related failures, but one is package compatibility and the other is a JIT parsing/IndentationError in a model import path." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated: torch.compile/SDPA model execution vs local dataset loading in an example script." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Different repo/file-listing behavior: tokenizer.json selection vs forwarding a revision argument." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output-shape bug is unrelated to Flash Attention 2 support on XLMRoberta." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config handling, but they are different model families and different failure modes." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both are regression/save_pretrained-related, but they concern different models and different state being saved." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both cause CI failures, but the affected code and root causes are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for local models is not the same as a missing availability helper in import_utils." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Single-layer sparse-layer config bug is unrelated to a local dataset loading failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Device placement bug in XLNet and bare-except error swallowing in Fuyu are different code paths and defects." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example multi-label classification output bug is unrelated to local dataset loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both involve multimodal/model plumbing, but one is processor/tokenizer regression and the other is embedding resize propagation." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure is not the same as missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize propagation bug is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and likely different missing-export causes." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Config validation for head_dim is unrelated to rope-parameter conversion failing on a JSON-loaded list." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern saving or tying model weights, but they affect different models and different checkpoint logic." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error is unrelated to Whisper generation on empty transcription." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in the torch extra install is not the same as a generic dependency issue." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports in different modules; too broad to be the same underlying bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related at most indirectly, not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention and torch versions, but one is a compiled-kernel failure and the other is a version-check/import guard bug; 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": 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-10000-453", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45375", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46123", + "issue:46234", + "issue:46369", + "issue:46424" + ], + "soft_pairs": [ + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:46123|issue:46369", + "issue:43479|issue:45375", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:32090|issue:35141", + "issue:44496|issue:45042", + "issue:43441|issue:45588", + "issue:45372|issue:46234", + "issue:44016|issue:44062", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43824|issue:44933", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44075|issue:44368", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "e33d1756db839fc9d0964ef9de9431cc94d1a22bf8e31369d75d0a43c208516e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36810, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a grab bag of unrelated issue reports across model loading, configs, generation, caching, and docs. None of the soft pairs looks like the same underlying bug/change closely enough to merge, so I reject all candidate duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "There is no clear canonical issue for the whole set because the items span many unrelated bugs rather than one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the cleanest standalone report: specific model, clear failure mode, and a concrete regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is about GenerationMixin chunked_prefill cache availability and the other about max_cache_length only applying to Quantized Cache; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No real overlap beyond being bug reports; ADD THE DATA is unrelated to `_torch_extract_fbank_features()`." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading related, but they fail for different reasons and different model families; not the same underlying issue." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "One is missing fields after `trust_remote_code=True`, the other is an unrecognized model/config.json problem; distinct code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different import/load failures; too broad to be duplicates." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "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 on XLM-Roberta is unrelated to token embedding resizing reinitialization." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline batch-finalization bug is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config handling, but they are different model-specific field/default issues and not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "One is a save/dequantization problem and the other is a FlashAttention load failure for a specific model; not the same issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific model are different failures." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to t5gemma embedding resize behavior." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image label reduction bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to embedding reinitialization." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error is unrelated to token embedding resizing." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is model-specific and the other is an `s_aux=None` crash in the integration code path; not mergeable as one fix." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Gemma 4 processor import regression and missing `is_falcon_mamba_ssm_available` are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and `AddedToken()` argument conflict are separate issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading failure and Qwen3.5 save_pretrained regression are different operations and different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache-related generation bug is unrelated to ANSI codes in `loading_report`." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache-length behavior." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue and generic dependency issue are not the same failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols/modules and different root causes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for `return_all_scores` is unrelated to an unrecognized model config error." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize not propagating to decoder weights and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are config/model-loading related, but one is an unrecognized model and the other is improper `text_config` unwrapping; different fixes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to Qwen3.5 checkpoint saving." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46399" + ], + "soft_pairs": [ + "issue:46082|issue:46399", + "issue:45103|issue:45372", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:44279|issue:45405", + "issue:38175|issue:44617", + "issue:44779|issue:45812", + "issue:43299|issue:45357", + "issue:43295|issue:44779", + "issue:44521|issue:45325", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:43650|issue:46132", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:44623|issue:45397", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "f06dac216e089302bf4b684deaad88acd7f7eb88ffd8d137522a19f687e64d5e", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35596, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different subsystems; the soft-similarity pairs do not look like true duplicates or the same fixable change. I would reject all soft edges. If one issue must represent the set, issue 44521 is the strongest canonical candidate because it has a clear concrete repro, active discussion, and the most inbound references among the open issues.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 44521 is the best representative only in a weak sense: it describes a concrete, reproducible multimodal bug, has the most external references, and is more actionable than the other candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most suitable global representative because it is specific, well-scoped, and has the strongest evidence trail; the rest are mostly orthogonal regressions, docs issues, or broad dependency complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different problems: LlamaConfig validation for explicit head_dim vs a Qwen3.5 rotary-registration crash. Same broad area, not the same underlying bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling is unrelated to the mistral_common import failure in Gemma 4 processor loading." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue title versus an FP8 inference failure on B200; no shared code path or symptom." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating is a different bug from Gemma 4's mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble is not the same as bumping MIN_PEFT_VERSION to an unreleased release." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3Video CUDA OOM are unrelated failures." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths; too broad to merge as one bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Model loading failure for Qwen3VL MoE is distinct from incorrect visual-encoder keys during save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenization producing wrong results." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing HybridCache import is not the same as a broad set of import errors after upgrade." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline picking image processors is unrelated to remote_code breakages in recent transformers versions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 example mistakes and TextClassificationPipeline docs drift are separate documentation problems." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image-processor lookup in video classification and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/tf backend installation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support regression is not the same as a PEFT minimum-version bump." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring repository tokenizer.json and a Mistral regex-patch crash are different loader bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Saving the wrong tokenizer_class and ignoring tokenizer.json on load are related to tokenizers, but they are distinct defects." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading regression and GLM-4.7 Flash unit-test loading issue are separate model-specific failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig defaulting subconfigs and Llama4Config missing pad_token_id are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape problems are unrelated to a generic dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding concern completely different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency for lm_head.weight is separate from resize_token_embeddings not propagating across Gemma4 embedding/output layers." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No concrete shared bug: one is an empty placeholder, the other is a behavior change in AttentionInterface.register." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention OOM/crash for Ministral and OCR index error in Kosmos2.5 are distinct issues." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and Gemma-4 zero3 from_pretrained failure are different load/save problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor files and a post-upgrade performance regression are not the same underlying 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-10000-453", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:46399" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:42994|issue:43317", + "issue:45600|issue:45712", + "issue:33290|issue:45656", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:43901|issue:43994", + "issue:43441|issue:44683", + "issue:43723|issue:44162", + "issue:43673|issue:43761", + "issue:44297|issue:45397", + "issue:43262|issue:44521", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:44188|issue:44336", + "issue:43784|issue:45542", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44242|issue:45593" + ], + "prepared_review_unit_hash": "964d4f66fef47928b4568a074f48dca80c736ce221e427ec4af75c391e2a0c6a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35865, + "estimated_input_tokens": 8967, + "estimated_eval_tokens": 18190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items span many unrelated regressions and docs/packaging issues across tokenizers, model loading, quantization, chat templates, and attention kernels. None of the soft pairs look like the same underlying bug/change, so there is no clear canonical duplicate anchor here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and D-FINE auxiliary-loss behavior are unrelated subsystems and failure modes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are different code paths, not one concrete bug." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo hygiene/CI, but one is stale auto_mappings references and the other is leftover dummy classes; not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizers, but one is OOM with Adafactor and the other is double optimizer steps; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm config precision bug and GlmMoeDsaIndexer torch.split return-value issue are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and D-FINE loss omission are unrelated model families and failures." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but CamemBERT masked-LM output and Deepseek tokenizer output are different code paths and fixes." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package backend dependency omission and Python-version compatibility failure are different packaging problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline return_all_scores is not the same as SigLIP2 producing bad predictions." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 involve different kernels, versions, and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 model breakage are different components, not one underlying defect." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill issue and CLIPVisionModel hidden_states regression are separate model-path bugs." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 from_pretrained failure are unrelated loading/saving paths." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_masks; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing model export/import and Python version incompatibility are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are different model-specific issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and slow import performance are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both concern config fields, but one is a missing model attribute and the other is trust_remote_code losing fields; not the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are unrelated failures." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python compatibility issue are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI-code emission in loading_report are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and tf-backend undefined error from extras installation are different dependency/import problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code generation and wrong docstring for position_ids are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and Gemma4 zero3 loading failure are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring crashes with future annotations and Qwen3.5 apply_rotary_pos_emb registration failure are unrelated code paths." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and paged generate stale warning are unrelated testing vs generation issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing MoE load-balancing loss and D-FINE auxiliary-loss omission are both loss-accounting bugs, but in different models and conditions." + } + ] + }, + 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"issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45412", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45859", + "issue:46123", + "issue:46132", + "issue:46291", + "issue:46369", + "issue:46399", + "issue:46424" + ], + "soft_pairs": [ + "issue:44246|issue:44496", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:42886|issue:46132", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:45003|issue:45561", + "issue:44336|issue:46424", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:46291|issue:46399", + "issue:45859|issue:46399", + "issue:43673|issue:44561", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:44496|issue:45003", + "issue:43257|issue:45137", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45292|issue:45701", + "issue:44561|issue:46399" + ], + "prepared_review_unit_hash": "9062e9398c00e283e41c408169c21cb5b22a1a0f731b39ac8dec78923c3a0900", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36322, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a grab bag of unrelated Transformers regressions and feature requests across model loading, tokenizers, pipelines, audio, caching, DeepSpeed, docs, and runtime utilities. None of the soft edges look like the same underlying bug or change, so this should not be collapsed into one duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44561 is the broadest regression-style report and has inbound references, but the cluster is too heterogeneous for it to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Different failures: import slowdown vs unrecognized model/config handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3-MoE family, but one is LoRA loading on hf4.x and the other is a v5 model-loading regression for Qwen3VL MoE." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Different code paths: sliding-window behavior in Qwen3-MoE vs chat crash on Qwen3.5-35B." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline processor selection and audio fbank extraction are separate subsystems." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance issue vs Gemma-3 eos_token_id mismatch; no shared bug path." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI logging output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and different packages/models." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2_5_VLImageProcessor versus HybridCache." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "KV-cache continuation indexing bug is not the same as max_cache_length handling in quantized cache." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils is unrelated to pytest-xdist file races." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI output bug and cache-length configuration bug are different concerns." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression and resize_token_embeddings output embedding mismatch are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error and version-related tokenization slowdown do not match." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 attribute error and SAM3 memory overflow are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission in MoE output vs LwDetrImageLoss AMP crash are separate issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSpeed ZeRO3 empty-deque IndexError are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel version/revision import failure and missing decorator for apply_rotary_pos_emb are different code paths." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding is not the same as kernel registration failure." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing in GenerationMixin and trust_remote_code breakage from removed API are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores does not match the sys.modules access bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-type-id defaults affect different model families and mechanisms." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 incompatibility is not the same as the generic Flash Attention 2 issue." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config parsing is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is a different failure mode from the ZeRO3 deque IndexError." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings mismatch and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug does not match import slowdown." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release and MaskGenerationPipeline partial-batch dropping are separate bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Output embedding resizing bug and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removed API breakage for trust_remote_code models is not the same as missing apply_rotary_pos_emb registration." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431" + ], + "soft_pairs": [ + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:43906|issue:46202", + "issue:42886|issue:45229", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44060|issue:44077", + "issue:44483|issue:46202", + "issue:44368|issue:44977", + "issue:43065|issue:43408", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:45987|issue:46082", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:45584|issue:46170", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44869|issue:45356", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "0cd8bfbb1d7a1919267d51b2b2d3a58a42620d738bf5d98e1604e56d40129aed", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37436, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated singleton bugs across tokenizer loading, strict config handling, multimodal model wiring, DeepSpeed, Whisper, and performance regressions. A few pairs share broad themes, but none look like the same concrete bug/change or something that could realistically be merged into one fix PR.", + "confidence": 0.92, + "canonical_issue_reason": "No true canonical duplicate stands out; if forced to pick a representative, issue 44877 is the broadest of the small strict-config subset, but the overall set is too heterogeneous to treat as one cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44877 is the most representative of the closest mini-theme (strict config / multimodal loading), but it is still not a good global duplicate anchor for this mixed set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling in Qwen multimodal models, but one is a dropped field under @strict and the other is from_config not unwrapping text_config; different code paths and fixes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Shared loose theme of strict config loading, but the reported failures are different models and different missing-field behavior." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Completely different subsystems: MPS histogram on Int vs processor chat-template availability." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both are loading/serialization-adjacent, but one is a model load failure and the other is tokenizer decode error masking; not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a Zero3 from_pretrained issue and the other is duplicate optimizer stepping; unrelated root causes." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied/embedded weights, but one is device-dependent serialization and the other is resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: stale indexer cache on second forward pass vs Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "One is a DeepSpeed ZeRO3 deque error, the other is a broken auto_mappings reference to removed Sam3LiteText configs." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are model-specific runtime errors, but they hit different SAM/Qwen video paths and different missing objects/value checks." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The first is just an isolated reproduction of another issue; the second is a Gemma tokenizer roundtrip bug. No concrete overlap shown." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer cache offline loading and Gemma4 CUDA OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models vs Windows/ROCm import dependency issue; different layers and fixes." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are separate bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and PatchTSMixer post_init policy are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection in v5.3 vs Gemma pipeline roundtrip failure; no shared code path." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tied-embeddings warning during LoRA fine-tuning, the other is a flash-attention generation regression; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and sam3_video/sam3_tracker type mismatch are distinct SAM3 issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache on second forward is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie_word_embeddings warning during training and stale paged-generate warning are unrelated warnings." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile branching divergence in attention kernels and Gemma tokenizer roundtrip are different problem areas." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return type contract and LlamaConfig head_dim validation are separate API/validation issues." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and Windows/ROCm import failure are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as a tied-weights warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention compile/cache behavior, but one is about attention kernel divergence and the other about lazy cache init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 decoder dummy layer and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_config class mismatch while the other is missing processor files." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure and Windows ROCm import dependency issue are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a broad Transformers slowdown regression are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and duplicate DeepSpeed optimizer steps are separate issues." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrading Transformers vs DeepSpeed optimizer-step duplication are different failures." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are different tokenizer/decoding bugs." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and a general slowdown regression do not share a concrete root cause." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44623", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:45230|issue:45397", + "issue:44871|issue:46132", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:42994|issue:43525", + "issue:43723|issue:46326", + "issue:45310|issue:45375", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:44964|issue:45137", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:46077|issue:46123", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:36010|issue:41628", + "issue:42831|issue:44222" + ], + "prepared_review_unit_hash": "cb09a8d59267a202b187e4efc36840ce4dd20bcb3d0ef679c316e25ed43f80ef", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet has two clear duplicate clusters, not just one: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and the Qwen3.5 MoE from_pretrained regression cluster (45310/45375/45478). Most other soft edges remain false positives across different code paths or model families.", + "confidence": 0.91, + "canonical_issue_reason": "issue:42673 is the strongest global canonical issue because it is an exact duplicate of 43704 with the same title and the richest discussion trail; the packet also contains a second clear duplicate cluster around Qwen3.5 MoE (45310/45375/45478).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best overall issue representative in this packet: it is an exact duplicate pair and has the clearest supporting context. The Qwen3.5 MoE cluster is also clearly duplicate-like, but 42673/43704 is the cleanest anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different bugs: custom model init / Transformers v5 breakage versus ESM2 workflow breakage." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they hit different code paths: sync_gpus kwargs update vs chunked_prefill cache lookup." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic placeholder report versus a specific gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated issues: eos_token_id mismatch versus AttentionInterface.register behavior change." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas and symptoms: Qwen3-VL-Moe incompatibility versus missing files in processor.save_pretrained." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving a quantized model and loading Qwen2.5-GGUF are different operations and different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and errors: SAM 3 video encoder attribute missing versus qwen2.5-vl vision position ids." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video attribute failure is unrelated to trust_remote_code returning missing config fields." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError versus a sentence-transformers loading hang are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; the titles differ slightly, but the failure family matches." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related failures: Gemma4 processor missing _tokenizer versus pipeline roundtrip on \u2581." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different problems." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure family; 45375 appears to be the more specific symptom report." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3ForCausalLM VRAM leak when using multiple dataloader threads." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and auto_docstring annotations crash are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are distinct issues." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: AutoImageProcessor versus HybridCache." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output is not the same as a Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE versus Qwen3.5 MoE from_pretrained error are different operations and symptoms." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-VL import failure are different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and Qwen3.5 MoE from_pretrained error are different model families and failures." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are not the same as FP8 save_pretrained failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate summary is not fully grounded: besides issue:42673/43704, the packet also contains an exact-title Qwen3.5 MoE cluster (issue:45310/45375/45478) that the summary downgrades to only a \u201cplausible near-duplicate.\u201d The soft-edge calls are mostly conservative, but the narrative overstates heterogeneity by implying only one clear duplicate pair." + }, + "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-10000-453", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46231" + ], + "soft_pairs": [ + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:43526|issue:45561", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:43377|issue:44242", + "issue:43278|issue:45137", + "issue:30990|issue:35141", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:42898|issue:45812", + "issue:43479|issue:44079", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43784|issue:43824", + "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:44222|issue:44297", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:44297|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "5b4450f4418144bda2cd3114808ab09759691b54303d68c49dbd5eea41d8170d", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37802, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of mostly unrelated Transformers bug reports. A few are superficially similar v5 tokenizer regressions, but none of the soft-edge pairs look like the same exact underlying bug or fix.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 42898 is the closest umbrella candidate because it captures the broad v5 tokenizer behavior-regression theme better than the more narrow model-specific reports, though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the most representative issue to anchor this cluster: it is broad, regression-oriented, and sits near several other tokenizer/v5 reports, even if they are not actual duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Different failure modes: generation kwargs handling after sync_gpus vs a Janus model test failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: packaging/backend dependency selection vs leftover dummy classes in a repo hygiene check." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Different code paths: model config loading error vs xdist race on captured_info.txt." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "BEiT pretrained preset loading bug is unrelated to the testing race condition." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction bug is unrelated to the xdist file race." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend extra installation issue and missing import from image_utils are different problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression is unrelated to the missing import issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related v5 regressions, but they affect different behaviors and likely different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing loss handling." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers is unrelated to post_init reinitializing resized embeddings." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to DeepSpeed Adafactor OOM." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper trailing-replacement decode crash are different bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they involve different model families and different failure mechanisms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure and add_special_tokens BOS/EOS regression are distinct issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and likely different implementation paths." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to missing Qwen2.5-VL export." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regressions, but the Kimi codec/warning issue is a different concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice under deepspeed." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling bug is unrelated to a documentation name mismatch." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 behavior regressions, but they concern different models and concrete tokenizer/output paths." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Save_pretrained on FP8 MoE and tokenizer_class mismatch are both save-related, but not the same underlying bug." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning is unrelated to missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning issue is unrelated to leftover dummy classes." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch is unrelated to DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing image_utils import is unrelated to dummy class cleanup." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is processor file emission; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45381", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424", + "issue:46431" + ], + "soft_pairs": [ + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:46209|issue:46431", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:45245|issue:46132", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:43475|issue:46305", + "issue:41628|issue:42757", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:44206|issue:45103", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:44734|issue:46421", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:43723|issue:44991", + "issue:44279|issue:46328", + "issue:44263|issue:44360" + ], + "prepared_review_unit_hash": "56da1e2ca1bbe875b83fc2ce9b3f73c4ba3c7140efa4ed74c7ac7b02ea4a87c4", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36413, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous. The only mildly coherent sub-area is tokenizer-loading regressions around v5, but most pairs are clearly different bugs, so I would not merge any of the soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; issue 43723 is the closest representative of the small tokenizer-loading v5 subtheme, but the rest of the set spans unrelated failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best representative because it is the broadest and most central of the tokenizer-loading regression reports, though it still should not absorb the unrelated issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Different failures: Flash Attention 2 model support vs MLflow reporting after a training-job crash." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated symptoms: MLflow state reporting vs model loading regression for Llama 3.2 vision." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Both mention behavior changes, but one is Pegasus output drift across versions and the other is AttentionInterface registration semantics." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8 accuracy vs processor.save_pretrained missing files." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug for multimodal defaults vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to chat-template availability in processors." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job reporting vs Trainer API incompatibility; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure handling is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Two different import errors with different missing dependencies/modules, not one underlying issue." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error is unrelated to attention registration behavior." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Qwen3.5 MoE from_pretrained failure are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior change vs FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video attribute missing vs MoonshineStreaming mask off-by-one are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different packages: transformers vs huggingface_hub." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the reports are too specific and could stem from different checkpoint/model quirks." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Video vision_position_ids issue is not the same as an off-by-one sliding-window mask bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor arg handling is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is a different cache-path issue than max_cache_length honoring." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer access error and processor save_pretrained missing files are different behaviors." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is tensor indexing in serve and the other is lazy cache initialization/recompilation." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to the default 50GB shard-size question." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation/cache kwargs bug does not match Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mistake for position_ids is not the same as a GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script issue is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading failure in v5 is not the same as inconsistent eos_token_id configuration." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Related surface area, but one is generic tokenizer loading and the other is a model-specific regression; not enough to treat as the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "General dependency issue is unrelated to SequenceFeatureExtractor.pad performance behavior." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention GlmMoeDsaIndexer, but one is torch.split return values and the other is a missing ReLU; different fixes." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43479", + "issue:43550", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44913", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:44483|issue:45406", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:43644|issue:46305", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:42831|issue:45310", + "issue:42831|issue:44038", + "issue:43408|issue:46402", + "issue:44263|issue:44373", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:43761|issue:46082", + "issue:22355|issue:27957", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:42886|issue:42994", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784" + ], + "prepared_review_unit_hash": "2d91638450f4808ecdb8e02a78fbb7a422ad6add32417def116d040ba396faf2", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated regressions that only share broad subsystem similarity (tokenizers, save/load, imports, multimodal models). None of the soft-similarity pairs look like the same underlying bug or a single mergeable change.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct problems, and the soft pairs are too broad to treat as duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the strongest standalone report here because it is specific, reproducible, and version-scoped (offline cache load regression).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures and code paths: chat/completions request validation vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model saving/loading under quantization, but they describe different quantization workflows and failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model persistence, but one is meta-init incompatibility for old InternVL2 checkpoints and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated: Sentence-Transformers loading hang vs SIGLIP2 zero-probability outputs." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Different bugs: non-persistent buffer corruption vs an off-by-one in MoonshineStreaming mask logic." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different model families and different issues: MLA rms_norm_eps precision mismatch vs InternVL2 meta-init loading." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Both mention training instability, but the concrete bugs differ: flash_attention_3 degeneration vs NaNs at checkout/init." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different subsystems: FineGrainedFP8 accuracy vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different problems despite both being model-specific: FP8 accuracy regression vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but one is a warning about model type mismatch and the other is missing text encoder weight loading; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Completely different: torch.split behavior in GlmMoeDsaIndexer vs a docstring issue for position_ids." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different root causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated config bugs: Phi4Multimodal default subconfig initialization vs GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset_mapping for Qwen3 and the other is special-token insertion for mdeberta-v3." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "Different code paths: CLIPVision forward hidden_states regression vs LlamaConfig head_dim validation." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "No overlap beyond being Transformers issues: missing transformers.onnx module vs Flash Attention 2 behavior on XLM-RoBERTa." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer save/load, but one is offline cache loading and the other is an incorrect tokenizer decoder type in v5." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Different import problems: one missing huggingface_hub symbol, the other a broad set of post-upgrade import errors." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different failures: Flash Attention 2 with XLM-RoBERTa vs Sentence-Transformers getting stuck loading." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different persistence bugs: offline tokenizer cache loading vs quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different model behaviors: FP8 accuracy regression vs Qwen3_5 looping on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer/module issues: missing transformers.onnx vs an added-token spacing bug." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "Different concerns: a tie_word_embeddings warning during LoRA fine-tuning vs a sliding-window mask off-by-one." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same family name only; warning about sam3_tracker instantiation is not the same as memory overflow in sam3-litetext." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated generation-state bug vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different persistence issues: reading a registered position_ids buffer vs tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "Both involve attention code, but one is a torch.compile SDPA failure and the other is a behavior change in AttentionInterface.register." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Different roots: custom model initialization regression vs NaNs in classification heads." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different import/regression contexts: transformers env CLI breakage vs NameError when importing sentence-transformers." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46326" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:44188|issue:44373", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:43122|issue:44521", + "issue:39401|issue:44488", + "issue:41628|issue:45278", + "issue:43122|issue:46326", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:44038|issue:44297", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44295", + "issue:44625|issue:44829", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43824|issue:44351", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "834a060be9644a29eacc780009ed4e13f1981503368c2ee62b06856875111590", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36663, + "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 mostly a loose set of unrelated Transformers issues: import failures, tokenizer/chat-template regressions, and model-specific save/load/config bugs. The soft similarities are mostly surface-level; I don\u2019t see any pair that clearly shares the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set (post-upgrade import failures) and is the closest thing to a cluster anchor, but it still does not actually cover most of the tokenizer/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and representative issue title in the group, with the widest overlap to the import-error subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different problems: TF32 settings API guidance vs a torch.split return-value issue in a specific indexer." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs propagation; different code paths and symptoms." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug is unrelated to a docstring issue." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific logic bugs: RoPE layer dropping vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are load/runtime failures, but one is Sentence-Transformers hanging and the other is a MacOS bus error for a CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save_pretrained failure is not the same as incorrect output under pipeline parallelism." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Numerical precision/config bug in MLA q_a_layernorm vs a wrong docstring for position_ids." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer regression across versions is separate from multimodal assistant_mask generation in apply_chat_template." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs a model loading failure for a different model; not the same defect." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A single missing AutoImageProcessor import is not clearly the same underlying bug as a broad report of many import errors." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions: offset/tokenization differences vs continue_final_message handling for mistral_common tokenizers." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs wrong outputs with pipeline parallelism; different layers of failure." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file is unrelated to assistant messages with tool calls crashing in apply_chat_template." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure is not the same as a Phi-4 multimodal loading failure." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers integration vs stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading/regression and tokenizer.save_pretrained class-name mismatch are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template behaviors." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "run_classification.py multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer lacking a ReLU and GLM-5 RoPE implementation are separate architecture/model concerns." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs a position_ids buffer access error; no shared underlying failure." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training collapse are unrelated." + }, + { + "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 encoder outputs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions are separate from batched apply_chat_template crashes with padding=False." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer output changes, but they concern different models and different regressions." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models is unrelated to gguf_file breaking from_pretrained for tokenizer/model loading." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and FP8 save_pretrained behavior are distinct failures." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import a specific Qwen2.5-VL class vs missing HybridCache import; different missing symbols and code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and version regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "An ONNX import error and tokenizer slow/fast inconsistency are unrelated issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages/symbols; 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": 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-10000-453", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:43066|issue:44779", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "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" + ], + "prepared_review_unit_hash": "f429a24c4f1ee3db94f85beff435dc13f401fa262b625b91e8287eb8398bc56c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35679, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers issues, mostly around v5 regressions, tokenizers, loading, training, and model-specific bugs. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected. If a single representative issue is needed, issue 45278 is the broadest umbrella, but it is not a true duplicate target for the rest of the cluster.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster because it summarizes multiple import failures after a version upgrade, but the cluster overall is too heterogeneous to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best umbrella issue among this set, since it captures a broad release-regression/import-failure theme and is more general than the other very specific bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training state bug vs. multi-label example-script output bug; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate vs. wrong output under pipeline parallelism; both are training-time issues but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in extras vs. Python 3.14 import/load failure; unrelated failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a decoder-type mismatch and the other is incorrect Deepseek tokenization results; not the same concrete defect." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and different failures: SigLIP2 implementation discrepancy vs. Qwen3.5 image-driven infinite loop." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx missing vs. improving an error message for LayoutLMv3 box handling; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading bug vs. AutoProcessor not forwarding kwargs to cached_file; different loading layers." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage vs. dtype mismatch in bfloat16 inference; different problems." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import vs. a broad collection of import errors after upgrade; same general area, but not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure vs. RoPE implementation discussion; distinct GLM-5 issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention kernel branching bug vs. a padding performance inefficiency; not a duplicate." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file loading error vs. documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs. NaNs in classification heads after init/checkout; different failure modes." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label output bug vs. SigLIP2 model discrepancy; unrelated code paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration API guidance vs. missing image-patch method in GLM46V; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific breakages: vitpose models vs. Ministral-3 FlashAttention failure." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs. train-then-evaluate failure; different training lifecycle bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 MoE and Transformers v5, but one is a broader compatibility complaint and the other is a from_pretrained error on a later version; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version incompatibility vs. a PyTorch version-check bug in flex_attention; different version gates." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label results in an example script vs. an incorrect pipeline error message; different concerns." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained writes wrong visual encoder keys vs. Qwen3.5 from_pretrained error; same model family but opposite paths and not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3 Omni-MoE feature-length helper behavior vs. flex_attention import/version check; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed training optimizer-state corruption vs. generation cache missing during chunked prefill; different subsystems." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs. wrong offset mapping in a specific tokenizer; both tokenizer-related, but not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid on GLM-5 vs. stale warning for num_return_sequences in paged generate; unrelated generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer bugs on different models: Qwen3 offset mapping vs. Deepseek incorrect outputs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None vs. flash_attention crash on s_aux=None; both involve None, but entirely different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling ignored in SDPA/FlashAttention vs. Gemma4 bidirectional-attention masking bug; different model/backend logic." + } + ] + }, + "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": 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-10000-453", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:46002", + "issue:46178", + "issue:46231", + "issue:46298", + "issue:46328" + ], + "soft_pairs": [ + "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:44117|issue:45081", + "issue:45341|issue:45561", + "issue:44410|issue:45310", + "issue:43122|issue:46298", + "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:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:44877|issue:46231", + "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:42371|issue:42831" + ], + "prepared_review_unit_hash": "d93eec35bab5d4e47be0f67bdfe85e0f58cb84e9e839bf015db19dca36856823", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36493, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated standalone issues spanning tokenization, model loading, imports, training, docs, and testing. I found no soft-edge pair that confidently describes the same underlying bug/change, so no duplicates should be merged here.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43122 is the broadest, most user-facing regression report in the only partially coherent subtheme (tokenization behavior changing across versions), so it is the best available representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most general and actionable issue here; it captures a cross-version regression with a concrete user symptom better than the narrower or tangential reports. That said, the cluster overall does not look like a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs about removed pipeline APIs vs a flex_attention import/version-check bug; different subsystems and failures." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3ForCausalLM VRAM leak in multithreaded dataloaders vs an isolated reproduction of another issue; no clear same bug." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug vs crash loading video models without torchvision; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing during chunked_prefill vs a SequenceFeatureExtractor.pad performance issue; unrelated behavior." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency vs NaNs in classification heads; different symptoms and likely causes." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument TypeError vs PreTrainedConfig type-checking regression; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 vs Qwen3.5 flash-attention generation failure; different model-specific bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version bump issue vs PyTorch version check in flex_attention import; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None-handling vs Mistral regex patch crash; both tokenizer-related but distinct failures." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A vague testing_utils bug vs a pytest-xdist race on captured_info.txt; same area, not the same concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3next projections vs Qwen3.5 MoE from_pretrained error; different models and code paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs noisy logging message; clearly unrelated." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "testing_utils issue vs SequenceFeatureExtractor.pad inefficiency; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different import errors for different symbols; same general theme, but not the same underlying bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FA3 training degeneration vs Qwen3.5 save_pretrained regression; different code paths and effects." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model breakage vs tensorflow_text backend mapping error; unrelated subsystems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel runtime failure vs a testing_utils bug; no shared underlying change." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash vs audio feature padding inefficiency; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker type warning vs MobileLLM key error; different model-loading problems." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs runtime special-token post-processor update issue; similar domain, but distinct concrete bugs." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "Qwen3 VRAM leak vs Apple Silicon warmup TypeError; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local path import warning vs Qwen3 VRAM leak; different issues." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech vs a docs parameter-name typo; not duplicates." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior vs MLA q_a_layernorm precision bug; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about max_shard_size vs Qwen3.5 from_pretrained error; different topics." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs audio fbank extraction TypeError; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig invalid vs unrecognized model/config.json issue; different model-loading failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing import from image_utils vs broad import errors after an update; related theme but not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs changed tokenization across versions; plausible relation, but not enough evidence of one underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior settings vs FineGrainedFP8 accuracy issue; different numerical concerns." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46369" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43097|issue:44493", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43673|issue:45341", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "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:44933|issue:46231", + "issue:45753|issue:46369", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:44261|issue:44485", + "issue:43986|issue:45372", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "deff011648ea0fedc261152f10f5fa9d2f23d3a278a602b8b57334373858644a", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38232, + "estimated_input_tokens": 9558, + "estimated_eval_tokens": 19372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft edges look like false positives: they share broad themes (flash attention, loading, dtype, training) but point to different models, different code paths, and different failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43097 is the cleanest standalone regression report here: versioned API removal, clear impact, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor follow-up, issue:43097 is the best fit because it is specific, well-scoped, and clearly describes a user-facing breakage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different models and different FlashAttention symptoms; one is a missing projection path, the other is an unsupported/load-time error." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both concern optimizers, but one says SGD args are ignored while the other is about double optimizer steps under DeepSpeed." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated subsystems: vitpose model breakage vs TensorFlow backend installation." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic request rejection and the other is a streaming inference issue on a specific model." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Versioned API removal vs unexpected position-id keys; these are different regressions." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile-time PyTorch warning and the other is a load-time float32 mismatch." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow packaging issue vs vitpose model breakage; no shared bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache bug vs testing_utils bug; unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GLM-related, but DSA indexer split behavior and RoPE implementation are different failures." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Import/export issue for AutoImageProcessor vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal components with different missing fields/methods." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig typing regression is unrelated to tensorboard/TF backend installation." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both are FlashAttention-2 complaints, but they concern different models and likely different support gaps." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek/GLM code paths; no shared underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer activation bug vs DeepSeek transpose bug; unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained sharding policy vs Qwen3.5 MoE loading; no overlap." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family load issues, but one is a shape mismatch and the other is a missing projection layer." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different FlashAttention problems on different models; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL shape mismatch vs a broader Qwen3-VL-Moe issue; too different to merge." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Encoder-decoder embedding tie removal vs gguf_file loading regression; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers config bug vs a type-checking regression; different areas." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Modeling_utils sys.modules access vs testing_utils; unrelated." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Image utils import exposure vs documentation parameter naming; unrelated." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Specific image loop bug vs memory overflow in a different model; different symptoms and models." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model dependency crash vs testing_utils bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache bug vs partial-batch mask pipeline bug; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling vs a specific model-loading failure; too speculative to merge." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model dependency crash vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image patch counting vs torch.split return handling; different components." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and different code paths; not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "LayerNorm eps config vs RoPE implementation; different model internals." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video processor dependency crash vs ReasoningEffort import error; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding tie removal vs flash_attention sink-less crash; different subsystems." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Embedding tie removal vs quantized model save/load corruption; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/PEFT optimizer state bug vs Liger kernel application bug; different training paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "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:38617|issue:42757", + "issue:43502|issue:43992", + "issue:42890|issue:46298", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:38617|issue:44351", + "issue:43097|issue:43873", + "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:43550", + "issue:45712|issue:46298", + "issue:43825|issue:44655", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "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:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "1c88ab08286e9e828ab23022810778d7f3d0183cd491a534bde506cd26b1640f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36838, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: import/export regressions, model-family-specific bugs, save/load issues, warning cleanup, and trainer/runtime problems. None of the soft pairs are close enough to be treated as the same underlying bug or a mergeable single PR.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43873 is the strongest representative by activity and breadth, but the cluster is not truly coherent; it only fits the quantization/offloading subtopic, not the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the richest discussion and inbound references, making it the best available anchor, though it is not a good duplicate target for most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; unrelated regressions." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is a local_files_only network-leak bug, the other is a missing weight on UMT5 load." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing seed vs a noisy logging message; not the same bug." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen-family issues, but they describe different config/model failures in different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument error vs tokenizer mapping None handling; distinct failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model bugs; one is a v5 VL-Moe failure, the other missing projections in qwen3next." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embeddings API removal vs quantization/offloading behavior; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate failure after train is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs auto-docstring annotation crash; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling with SDPA/FlashAttention vs cache lazy init recompilation; not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model AutoProcessor crash without torchvision vs tokenizer mapping None handling." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL export vs torchvision-dependent AutoProcessor crash; distinct root causes." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure vs unsupported tensorflow_text backend mapping; different environment/backend problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight on load vs max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; unrelated model bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 precision warning vs compile-time SDPA failure; different code paths." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs a noisy log message; no shared bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task error message vs saving Pipeline objects; same area but not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized model save failure vs pipeline save_pretrained failure; different object types and failures." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Unwanted PyTorch warning on compile vs tie_word_embeddings warning in a fine-tuning workflow; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save failure for dequantized models vs infinite loop on a specific image; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal complaint vs noisy logging; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention 2 unsupported for Nemotron vs GPT2 attention scaling ignored under SDPA/FlashAttention; different model/backend problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model/backend support issue vs Python-version compatibility failure; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs deepseek-v4 tensor transpose bug; different models and code paths." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific config bug vs AttentionInterface.register behavior change; different functionality." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored and zero-loss classification are unrelated bugs." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation vs Trainer import conflict; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for MoE vs Qwen3.5 MoE from_pretrained error; same family, but not enough evidence of the same concrete 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": 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-10000-453", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46209", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:42175|issue:46365", + "issue:43208|issue:43526", + "issue:42490|issue:43012", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:42757|issue:43824", + "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:43299|issue:43867", + "issue:44625|issue:46365", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:46077|issue:46082" + ], + "prepared_review_unit_hash": "a5a1a576b4a1e5dd1ae08e73d7acecbf2bdd99e7a4bca4e3a38c34b7c6452552", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated regressions, import errors, model-specific bugs, and doc/backend issues. I found no pair that clearly shares the same underlying fix, so I would not consolidate them.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster spans many unrelated topics; the safest choice is to keep them separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config vocab_size missing vs Apple Silicon allocator warmup TypeError are unrelated bugs in different code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is a chat completions API request rejection, the other is a chat template crash on batched input; different failures and fixes." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging backend selection and Trainer import conflicts with datasets are separate dependency issues." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels behavior are unrelated model/component bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A local-path import warning and a bfloat16 compilation warning are different warnings with different causes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch precision warning and compiled flex_attention failure are not the same bug or code path." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for layer_type_validation and unwanted network requests under local_files_only are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and different fixes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL-Moe, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "save_pretrained/from_pretrained custom module mismatch and a DeepSeek-v4 tensor transpose issue are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Missing CLIPOutput attentions and GPT2 attention scaling ignored under SDPA/FlashAttention are separate attention-path bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; distinct outputs and likely distinct fixes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request handling and apply_chat_template tokenization crash are different layers of the stack." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3.5 save_pretrained corruption and a sorted-state_dict load error are both serialization-related but not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import resolution are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are completely different problems." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size missing and Sam3 video output missing fpn_position_embeddings are unrelated attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are different save paths and likely different bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE layer dropping in Smollm3 and GLM-5 RoPE implementation concerns are model-specific and not the same concrete change." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Gemma4 attention-mask construction are separate bugs in the same model family." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline docs mentioning return_all_scores and pipeline persistence failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Importing GenerationMixin and importing is_offline_mode are unrelated import breakages from different modules." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention 2 support missing for NemotronHForCausalLM and invalid GLM-5 GenerationConfig are different model/runtime issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline.save_pretrained failure are different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute error and patchtsmixer post_init validation are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A load failure with sorted state_dict and a Qwen3.5 save_pretrained regression are both serialization-related but not clearly the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility failures on different versions are not the same underlying issue." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 label propagation and Gemma4 attention-mask behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention support in NemotronHForCausalLM and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask bug and LlamaConfig head_dim validation are different model/config 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": 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-10000-453", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44556", + "issue:44625", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46365" + ], + "soft_pairs": [ + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "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:43010|issue:43976", + "issue:36296|issue:43575", + "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:44112", + "issue:42890|issue:45600", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065" + ], + "prepared_review_unit_hash": "b97d84826f76645dddbc4757c6e60766e20ccc64073e74d982cd592d3984518f", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36819, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct regression reports across different models, configs, and runtime paths. Only the import-performance pair looks like the same underlying issue; the rest should stay separate.", + "confidence": 0.32, + "canonical_issue_reason": "Issue 44246 is the best representative bug report: it is broad, user-facing, and matches the import-time regression theme better than the more implementation-specific 41669.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44246 is the strongest standalone issue in the set because it describes the general user symptom ('import transformers takes long sometimes') with the broadest impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute reports, but they affect different models and different fields, so they are not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is about CLIPOutput attentions, the other about Qwen3.5 save_pretrained checkpoint keys; different code paths." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Both involve config attributes, but one is missing vocab_size and the other is num_labels propagation; not a duplicate." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and different load failures; both are from_pretrained-related, but not the same concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer/FSDP state issues and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a no_grad decoration request, the other is a broad import regression after upgrade; no shared concrete bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and importing Trainer with datasets installed are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import-time failures, but one is about compiled Python files and the other is a torch.jit parsing issue on a specific model." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State-dict ordering/load failure and Gemma pipeline roundtrip token issues are different problems." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen/Gemma-related serialization issues with different missing fields and failure modes." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are not the same underlying bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing config attributes in a model config and FSDP2 optimizer-state corruption are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time performance regression; 41669 points to the likely root cause of the slow 'import transformers' symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A flaky SamHQ integration test and an xdist race in patched testing utils are different test failures." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific no_grad/decorator request is not the same as a broad 'breaks too many models' complaint." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Same general area (Qwen3.5 load), but different missing-key failures on different models/paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save/load regressions, but the affected keys and model structures are different." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No_grad/cache update behavior and Python-version compatibility are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM for a specific model." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attention fields and patchtsmixer post_init are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Torch dependency import error and tokenizer-loading regression are different failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Different CLIP structure changes affecting different classes and fields." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and LwDetrImageLoss AMP/CUDA crash are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in a discussion issue and a DeepSeekV3 implementation divergence are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only API requests and AddedToken keyword conflicts are unrelated tokenizer/loading issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test seeding flakiness and Phi-4 multimodal loading are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seed flakiness and GraniteSpeech device-override CI failure are different test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test instability and stale auto_mappings references are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions after v5, but one is tokenizer.from_pretrained and the other is checkpoint reload compatibility; too broad to merge." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and checkpoint reload failure are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan are different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge pairs. The only accepted pair, issue:41669 with issue:44246, is a plausible same regression family (import-time slowdown). The rest are reasonably kept separate given their distinct model paths, failure modes, or runtime contexts." + }, + "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": 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-10000-453", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "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", + "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:44485|issue:44961", + "issue:44908|issue:44961", + "issue:46143|issue:46144", + "issue:41628|issue:42548", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "fb37283afa56ef5728214050fcb562fc2c2ca68e3f7ea37216945a878c4ab1a0", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 37695, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes v5 regressions, import failures, model-loading bugs, docs issues, and performance complaints. I don\u2019t see any soft pair that clearly describes the same underlying bug or change, so I\u2019d keep them separate.", + "confidence": 0.76, + "canonical_issue_reason": "issue:42548 is the most central high-impact regression here: a core API import failure involving `PreTrainedModel`, which is broader and more representative than the specialized model/config or docs items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42548 is the best single representative for this mixed cluster because it is a concrete, foundational import break with broad downstream impact and clear triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Different subsystems and symptoms: a broken `transformers env` command vs altered `AttentionInterface.register` behavior." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated bugs: offline/local file fetching vs GLM-5 RoPE implementation." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different code paths (`PreTrainedModel` vs `HybridCache`)." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is specifically about missing `_tp_plan` for tensor parallelism while the other is a generic `from_pretrained` failure; not enough to treat as the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Completely different problems: compiled Python file failures vs performance regression after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Different areas: MLFlow reporting on failed jobs vs tokenizer loading regression." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 Moe, but one is tensor-parallel plan handling and the other is a config field being dropped; distinct changes." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation/cache-related, but one is about `@torch.no_grad` decoration and the other is about `_update_model_kwargs_for_generation` after `sync_gpus`; not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline download behavior and FP8 save/pretrained issues are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck model loading vs documentation confusion; different issue types and scopes." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they affect different model/version combinations and do not clearly share a code-path." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; local-files-only networking bug vs an unrelated placeholder issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different failures: FineGrainedFP8 accuracy issue vs missing image-processor method." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors and `PretrainedConfig` type-checking regression are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed `pipeline()` API vs unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different failure modes: compiled Python file errors vs pipeline `save_pretrained` support." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading failure are related only at a very broad level, not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application issue and DSA indexer discussion are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta vs tokenizer-loading regression are different problems." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Import error from `huggingface_hub` and broken `transformers env` are distinct issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type checking." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: broken env command vs missing Qwen2.5-VL model class import." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about `forward` args vs missing `layer_type_validation` import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No duplicate signal: placeholder issue vs Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken CLI command and Python 3.14 load failure are different regression reports." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same broad FP8/Moe area, but one is about saving pretrained weights and the other is about inference support; not the same concrete change." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue and placeholder issue are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is about missing `**kwargs` propagation and the other about attention-interface usage; not clearly the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they target different public symbols and likely different fixes." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning `return_all_scores` are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model-init issue vs FP8 inference on B200; different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Runtime cache-missing regression vs a typo in cache strategies; not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor `save_pretrained` file-missing bug vs a generic bug report placeholder." + } + ] + }, + "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-10000-453", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44230|issue:46095", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003", + "issue:43576|issue:44556", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "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:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:45230|issue:45310", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:44273|issue:44908", + "issue:43576|issue:46218" + ], + "prepared_review_unit_hash": "e9f972fdb0ca00d78a0582deadb097709c98af9e6f3a6365986560231ade560c", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39678, + "estimated_input_tokens": 9920, + "estimated_eval_tokens": 20096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are unrelated v5 regressions, model-specific bugs, import/load failures, or docs/test issues. No pull requests are present, and none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45278 is the closest thing to a cluster anchor because it captures a broad post-upgrade regression pattern, but the overall set is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most usable issue anchor among the group: broad, concrete, and aligned with several upgrade-regression complaints, though still not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different scope: a specific Qwen3.5 chat crash vs a vague broad complaint about v5 breaking many models." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and a TensorFlow backend/import issue are different failures." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to a DeepSeek weight-conversion question." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe regression and missing _tp_plan for Qwen3.5 MoE are different code-path issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL hallucination/error and a PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading is not the same as unsafe sys.modules access / import-time behavior in modeling_utils." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload incompatibility are distinct issues." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different model-specific bugs: Qwen3-VL bbox output vs Qwen3_5 image loop." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config pad_token_id missing is a concrete config bug, not the same as a broad v5-breakage complaint." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and GenerationMixin cache missing during chunked prefill are different performance/behavior problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade-related, but one is checkpoint reload compatibility and the other is meta-initialization with remote-code checkpoints." + }, + { + "left": "issue:43576", + "right": "issue:45850", + "accept": false, + "reason": "A broken CLI command and a vague generic v5 complaint are not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo and a broad breakage complaint are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad upgrade regressions, but one is import errors and the other is general model breakage; not the same underlying bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache-strategy typo are unrelated documentation/config issues." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import slowdown from lazy loading and a Qwen3_5 import failure are different import-path problems." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "sam3 tracker warning and Liger Kernel not applied in model_init are different model-init issues." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch and a generic bug report are not enough to indicate the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer handling and a generic bug report are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy loading malfunction are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Nemotron Flash Attention 2 support and Qwen3-VL 2D bbox errors are different model-specific issues." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI environment command failure and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9 compatibility and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different subsystems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passthrough and inverse_sqrt scheduler kwargs are different bugs despite both involving kwargs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression and missing `HybridCache` import are different import-related issues." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad conversion inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import slowdown and a testing_utils bug are different code paths." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility and vague v5 breakage are not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox output issue and Qwen3.5 MoE from_pretrained error are different model failures." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python 3.9 compatibility and Qwen3_5 import failure are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and `_get_tied_weight_keys` AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion and tokenizer loading regression do not describe the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Model_init applying Liger Kernel and flash_attention_3 training collapse are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading malfunction are not the same issue." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report and a Qwen3.5 MoE from_pretrained error are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion and Gemma4Audio positional encoding bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue and tied-weight-key AttributeError are different behaviors." + }, + { + "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": "The `transformers env` command bug and Qwen3_5 import failure are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-453", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "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:44485", + "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:46172", + "issue:46218" + ], + "soft_pairs": [ + "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", + "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:31515|issue:38617", + "issue:43572|issue:44861", + "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": "cf88283b83197fc2b9c5389e4fafcacb72c445ec9a4dfce505afd1e7c6f0733b", + "component_budget": { + "node_count": 453, + "item_count": 453, + "soft_pair_count": 1679, + "serialized_chars": 868496, + "estimated_input_tokens": 217124, + "estimated_eval_tokens": 434504 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 47, + "serialized_chars": 40312, + "estimated_input_tokens": 10078, + "estimated_eval_tokens": 20412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are distinct model, tokenizer, scheduler, import, or docs issues. I would not merge any of the soft edges; the only plausible umbrella is the broad v5-breakage report, but it is not a true duplicate target for the rest.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the broadest representative because it explicitly describes many models breaking after v5; it is the closest umbrella among these mixed regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best issue representative for the cluster as a whole, but only as a loose umbrella, not as a duplicate of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4-related, but one is about shared-expert gating and the other is a tensor/casting bug; different concrete code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different models and bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwarg handling are unrelated issues." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star performance cleanup and a VRAM leak in dataloader threads are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Confusing forward docs and a model-loading breakage for Llama 3.2 are different problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading is not the same as forward-argument documentation confusion." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE behavior and Gemma-4 audio positional encoding are different code paths." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and a DeepSeek-V4 weight-conversion question are not the same bug." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 regression umbrella is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only API requests and Qwen3VL timestamp calculation are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing save_pretrained files do not share the same bug." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL processor math and Qwen3ForCausalLM VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling and Gemma-4 audio positional encoding are different problems." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm eps handling is not the same as Gemma-4 audio rel-pos encoding." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Missing HybridCache import and missing Qwen3_5ForCausalLM module are distinct import failures." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support limitation and module import failure are not the same bug." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general behavior change and the other is a specific decoder-type mistake." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and a nonsense issue titled 'Unemployment' are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression has nothing to do with the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "A broad v5 regression report is not the same as an unrelated placeholder issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key attribute crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 import failure is unrelated to the placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and a missing configuration_utils import symbol are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLm pad_token_idx regression and tied-weight-key crash are different bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request and missing processor save_pretrained files are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer loading regression are not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and FP8 inference support are different feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to DeepSeek-V4 shared-expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT type hint issue and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and kwargs not passed to loss calculation are different bugs." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs plumbing and RoFormer attention interface are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings do not describe the same defect." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention plumbing." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs routing and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type hints and a quantization typo are different issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4TextL2Norm/RMS norm question and ModernBERT type hint mismatch are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value and ModernBERT norm_eps typing are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "ea237469e10375cb350bcd88b70798ea4bb908cffff542a5d6529ba34b576e42", + "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 ask for unrelated features in different parts of the library (token truncation behavior, a ReduceLROnPlateau-like scheduler feature, and Wav2Vec2 word time offsets).", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for this cluster; if one representative is needed, #10519 is the most concrete feature request and best specified.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it is narrowly scoped and clearly describes a specific desired behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different feature requests in different subsystems: truncation strategy vs Wav2Vec2 word timestamp offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: text truncation behavior vs a scheduler/learning-rate-reduction feature request." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; one is about LR scheduling, the other about extracting Wav2Vec2 word boundaries." + } + ] + }, + "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": "81c75c222b0cb105c0939c2146fac1c51c7745a39bedced1339cc10ab6cfe6d5", + "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 are only loosely related by NLP/model-loading context, but they describe different problems: tokenization mismatch, private-model auth/error messaging, and failure to load a public model. I would not merge any of the soft pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three, describing an actual model loading failure rather than a narrow tokenizer or messaging variant.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative issue for this cluster because it is the most general user-facing failure and the closest to the soft-similarity links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying problem: #13244 is about Tapas tokenization not matching TensorFlow behavior, while #16618 is a model loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Different root cause and symptom: #15980 concerns a bad auth-related error when downloading a private model, not inability to load a public model." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 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": "163145e1acc8c664cdc4a7e8e458b111cb5e4641ff5223e33cf6b637eb4368a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests in the same broad area of model/runtime support, but they target different capabilities: Flash Attention 2 vs GGUF. They are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: #26350 is about adding Flash Attention 2 support for more architectures, while #33260 is about adding GGUF support for more architectures. Different underlying changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better global representative of the other; they track distinct feature requests with different implementation paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths: Flash Attention 2 support is unrelated to GGUF support, 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 + }, + { + "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": "21c2bb534754eae5db402d13b6035191ac580027b2e47ca9a3657db972c1616a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "estimated_input_tokens": 399, + "estimated_eval_tokens": 1054 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1593, + "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 both concern training not starting, but they do not clearly describe the same bug. One is specifically about `resume_from_checkpoint` triggering an empty `epoch_iterator` error, while the other is a broader FineWeb SLM training startup failure with no explicit indication it is the same checkpoint/iterator path.", + "confidence": 0.71, + "canonical_issue_reason": "`issue:26413` is the better canonical issue because it names the exact failing code path and error message, making it the more precise representative of the bug class.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:26413` is the stronger issue to keep as the representative record since it is concrete and actionable; `issue:31501` is more generic and does not establish the same root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Reject: the overlap is only broad training-start failure. `issue:26413` is about `resume_from_checkpoint` failing with an empty `epoch_iterator`, while `issue:31501` does not provide enough evidence that it is the same underlying code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d29ad8d643e0f55270113999df7dc8560e51c1bd0bc3441818585ae41f9079c2", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13531, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a false-positive similarity group of i18n doc-translation issues; the only clear duplicate pair is the two identical Thai-titled issues. The language-specific translation requests should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 46222 is the best canonical representative of the only clear duplicate pair: it matches 46226\u2019s Thai title and near-identical content, and it has more inbound references/activity, so it looks like the parent copy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46222 is the strongest overall issue candidate because it is the most connected exact-duplicate-looking item in the cluster; the rest are better treated as separate translation requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same i18n translation theme, but this is a different language request, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same i18n translation theme, but a different language/task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Template similarity only; no evidence it is the same translation request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation request; similar topic is not enough." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish docs translation are distinct issues, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different translation requests; likely just shared issue-template wording." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n topic, but not the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language/request despite high template similarity." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar placeholder text, but no proof these are the same language-specific request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; similarity appears to come from the template." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Same template style, but not the same underlying language task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation issue and Thai-titled issue are unrelated." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation issue and Thai-titled issue are unrelated." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical templated wording, but likely separate language requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Placeholder similarity alone is not enough to treat them as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; one is a generic i18n template, the other is a specific Thai-titled report." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; no evidence of the same underlying bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Same generic translation template, but not enough evidence they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content and likely different translation task." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content and likely different translation task." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; shared i18n theme is too broad." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; shared i18n theme is too broad." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "These have the same Thai title and near-identical metadata, so they look like the same underlying issue duplicated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative: the only clearly duplicate-looking pair is 46222/46226, which have identical Thai titles and exact body-length match, while the other high-similarity i18n items remain unproven duplicates. Canonical choice of 46222 is also supported by its higher inbound references/activity." + }, + "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": "0af0bfd2ecefe7fb724839090f249e03f4da2f973226d7c9907d837934b74d0d", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21655, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are broad but distinct model-add/support requests across different model families and modalities; the soft similarities are topical only, so none should be deduplicated as the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items are separate model requests rather than duplicates of one bug or one implementation change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42738 is the closest umbrella-style representative, but it is still too broad to stand in for the other specific model requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); no shared code-path or concrete change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different modalities and models; a BERT config request is not the same as Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models and tasks (EuroBert vs RF-DETR); not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Different architectures and use cases; RF-DETR and DEIMv2 are separate model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR vision support and LFM2.5 Audio are unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families; RF-DETR and a weight-sparse transformer are not the same fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and code paths; object detection support is not the same as Qwen3-ASR support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and models; RF-DETR is unrelated to Qwen3-TTS integration." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are distinct model-support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model families; NeoBERT support is not the same change as adding a weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different models and modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions with no shared implementation." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model requests, not one duplicate." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and implementation work; not the same bug or feature." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 support and Voxtral TTS support are unrelated requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and likely different code paths." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "A specific model request is not the same as the broad BERT-like-with-RoPE umbrella issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Broad BERT-like RoPE discussion and Voxtral TTS support are unrelated changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same product family, but TTS and ASR are distinct tasks and support paths; not a duplicate." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both are audio-related, but Qwen3-TTS and LFM2.5 Audio are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to a weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but they target different models and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support and OCR support are different modalities and code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio are different concrete model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Different model families; ASR support is not the same change as a weight-sparse transformer." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support and SAM3-LiteText are different modalities and integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and TTS are related only at a high level; these are different models and changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are separate model-support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and OCR support are different tasks and code paths." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct model requests with no shared concrete implementation." + } + ] + }, + "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": "722064d5ee11aa90fe34c1f38f6283e781a6befcd5602459a007541d583342f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is a closed docs request about adding Pruna, the other is an open refactor for Vision RoPE. They do not describe the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue for deduping here; the issues are unrelated in both topic and scope.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must be preferred as the cluster anchor, issue 46443 is the better candidate because it is the active, substantive code-refactor issue; issue 38740 is a closed documentation request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects: docs/optimization-framework addition vs Vision RoPE refactor. No shared code path or underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e11b208165da97e22fdbb7086e4d71c9b9dc55b461df3a365d7627ae424d0dd0", + "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": "The two issues are not duplicates: one is about block decoding behavior, the other is a model-support request for DeepSeek v3.2. They reference different problems with no shared targets or code-path evidence.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other because they concern unrelated topics and likely different work streams.", + "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 shared filenames, targets, or concrete bug/change overlap." + } + ] + }, + "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": "ad785f52ebb09236b27bc69d7a55e45a2bf4c8b81e793f835159150ff23fe50e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very high level: both mention custom trainers and Trainer behavior, but they describe different problems and different code paths. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is appropriate here because the issues are about distinct concerns rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the cluster, #43598 is the cleaner representative because it states a concrete Trainer customizability problem more directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share the broad Trainer/custom-trainer theme, but one is about remove_unused_column customizability and the other is about FLOPS estimation; these 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": 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": "85c571b4709ae53dcf161b8db6186fa5ba8c8ae1e300415cf27f023f03590ae0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5/Qwen3_5Config. They target different model families and different auto-class pathways.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general API-registration request, but it still does not subsume the Qwen3.5 sequence-classification support request, so it is only the closest representative, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying change: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They involve different configs and different auto-class mappings." + } + ] + }, + "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": "6e46efc713737abab951e690686cbfd03f8870544048d677076ef103c7fb90de", + "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 issues are very low-information, mostly title-only reports. The three 'huggingface' items are similar to each other, but there is not enough concrete bug/change detail to safely treat any pair as the same underlying issue; 'Fett' looks even less connected.", + "confidence": 0.42, + "canonical_issue_reason": "issue #43845 is the cleanest cluster representative: it matches the repeated 'huggingface' title pattern and is the earliest of the near-identical subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #43859 is the strongest standalone issue in the set because it has the only discussion activity, so it is slightly more substantiated than the other stubs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only soft title similarity; the titles are different and there is no concrete description showing the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft title similarity; 'Fett' and 'huggingface' do not establish the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only soft title similarity with no substantive issue details to confirm a shared problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but both issues are too vague to confirm the same concrete bug or change; reject on insufficient evidence." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Both are generic 'huggingface' stubs, but there is no description-level evidence that they refer to the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Both are generic 'huggingface' stubs, but the available metadata is too sparse to safely merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "3f5797f8d4a1c7ba87f8b37d8ad9e1d9382c684404771c594def9066d6a85879", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five items look like unrelated low-signal issues (spam or generic placeholders), not duplicates of a single underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "None of the issues describe the same concrete problem; they are spam or generic placeholders, so there is no defensible canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the only somewhat descriptive title, but it is still a vague documentation suggestion and not a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no concrete shared bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a vague documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated 'Google LLC' title; no shared problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no evidence of the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion vs spam placeholder; no evidence of the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/change to treat as a duplicate." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated title; not the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated title; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "452a709afc47290b078df51d489c86c8e5a9efac6d0b72ed804b018062f9a3f9", + "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 are very likely duplicates: they have identical titles and highly similar content. #45145 is the better canonical thread because it has the same title and one inbound reference, making it slightly more established.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it shares the identical title with #45151 and has one inbound reference, while #45151 has none.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best single issue to keep because it appears to be the earlier/more linked instance of the same report and serves as the most central discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate: the titles are identical, both issues are closed, and the content appears substantially similar. #45145 is slightly better connected due to its inbound reference." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grounding is a bit too strong for the packet. What is supported: the two issues have identical titles, both are closed, and #45145 has one inbound reference versus none for #45151, so preferring #45145 as the canonical thread is reasonable. What is not fully supported: calling them the \"exact same proposal,\" saying there are \"no meaningful distinguishing details,\" or asserting they are \"clearly the same underlying issue\" goes beyond the evidence available here. The soft-edge verdict should be phrased more conservatively as a likely duplicate based on identical title and soft similarity, not as a definitive match." + }, + "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": "dba55bba673bb7044b65e349f15a5b6efc7e1d9544c54ff7f2ea134d42bda2ff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to 4-bit inference in the quantization stack, but they describe different failures: one is a uint8/torch.finfo TypeError in Gemma4 audio modules, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative title for a concrete, configuration-specific regression in 4-bit inference; issue 45672 is a separate module/dtype-specific bug in Gemma4 audio paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45674 is the most broadly phrased and actionable of the two, but it still should only represent its own skip-modules regression, not the Gemma4 uint8 finfo failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs and code paths: torch.finfo on uint8 weights in Gemma4 audio modules versus llm_int8_skip_modules clearing the default lm_head exclusion and causing an AssertionError. Same subsystem, but not the same fix." + } + ] + }, + "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": "ed3698ef4c4f00ed1dcec75ff2b39843aa272712bdf19e3161d5c2b22ff7ddb1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated empty entries with different personal names/dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical choice because neither issue contains actionable bug-report content and they do not match each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates, no body, no shared technical context, and no evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 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": "46a2a19a2ea32003c87a27c172d543e76b5694bb5ed3653937c1937c7b6b5b0c", + "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 issues are not duplicates: they have unrelated personal-name/date titles, no body content, and no shared links or targets indicating a common bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue exists here; both issues lack descriptive content and do not appear to report the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong representative for a duplicate cluster, because neither contains enough detail to serve as a meaningful canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "These issues do not describe the same bug or change; the titles are unrelated personal entries, and there is no supporting body text or linkage." + } + ] + }, + "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": "9f28e86dfb1f7f3e25815a4e430c734e2eaa48f9872527aa1965b78d1422b7f1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They target different features and code paths.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45810 is the more concrete and self-contained request, making it the better representative of this cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45810 is the strongest issue to keep as the cluster representative because it specifies a clear model addition with a narrower scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: these are unrelated requests. One is for adding a token-classification model class for Qwen3_5, the other is for FP8 training support; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "045e5d4a2df5277b2d526a4dd445a9b157e3dc97acb487dcd2f642451dab8f57", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet contains two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated to both pairs.", + "confidence": 0.93, + "canonical_issue_reason": "45870 is a good canonical representative for the first exact-duplicate pair (45870/45871). The packet also contains a separate exact-duplicate pair (45872/45873), so this is only a per-pair canonical, not a single representative for the whole packet.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best overall issue representative because it is the earliest issue in the earliest exact-duplicate pair present; 45869 is unrelated, and 45872/45873 is a separate duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset listing versus a DataForge example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset listing versus a DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate pair: same title and same body length." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related broad area, but different request: one is a DataForge example, the other adds a scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate pair: same title and same body length." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the representative/canonical rationale overstates the evidence. The packet shows two exact-duplicate pairs: 45870/45871 and 45872/45873, and 45870 is earlier than 45872, so 45872 is not the \"earliest\" duplicate overall. Also, \"matching metadata\" is stronger than what the packet supports; we only see matching titles and body lengths, not identical metadata in general. The summary that the set splits into two duplicate pairs and that 45869 is unrelated is grounded, but the best/canonical issue reasoning is not sufficiently conservative." + }, + "evaluator_used": true, + "retried": true, + "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": "9591d506e9c3006aa750cc24244ad9bd73837e0eba530c7e73d92d57d1608f45", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static-cache failures around linear-attention, but they describe different observed failures: one is a general early-initialization shape corruption, the other is a Qwen3.5-specific KeyError for `linear_attention`. They are related, but not clearly the same concrete bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention failure mode in a model-agnostic way, whereas 46441 looks like a specific crash manifestation on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the best issue to anchor the cluster since it is more general and technically descriptive of the shared subsystem and failure class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related area, but not the same concrete bug: 46439 reports shape corruption from static-cache early initialization, while 46441 reports a `KeyError: 'linear_attention'` on Qwen3.5. The symptoms and likely fix scope are not clearly identical enough to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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": "acba087464fa8b7ad595de933f7f6c531066dd76b73e8056eee3c508d73c8e2f", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38088, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two loss_utils PRs (43251 and 43254), which both patch the same cross-entropy helper for the same issue. Everything else is too different in code path and intent to merge as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR for the duplicate pair: it targets the same loss_utils code path, has the explicit issue link, and presents the more direct implementation of the cross-entropy kwargs fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative artifact in this cluster because it is the only one that cleanly matches another PR as a true duplicate and has the clearest, most specific fix description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs. executorch dynamic-shape export test; different features and code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper methods vs. adding MobileLLM; unrelated model and tokenizer work." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs. export test infrastructure; not the same bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness changes vs. MobileLLM model addition; only broad subsystem overlap." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper fix vs. MobileLLM addition; completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss helper kwargs fix vs. Mistral4 test fixes; not the same concrete change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs. Mistral4 tests; both are tests, but they address different behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export dynamic-shape test vs. model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM addition vs. config resolution order fix; different areas and objectives." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon refactoring; only broad model-code overlap." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-collection refactor vs. model-creation skill docs; not the same change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon model refactor vs. Mistral4 test fixes; different model families and fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs. layrnorm-to-layernorm rename; separate bug fixes in different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes vs. serve chat parsing updates; unrelated functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes vs. TDT loss kernel integration; different subsystems and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs. config resolution order fix; no shared concrete bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes vs. model-creation skill scaffolding; not a duplicate fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs. model-creation skill; one is code, the other is process/docs." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs. Mistral4 tests; different models and different fixes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify src/transformers/loss/loss_utils.py to extend fixed_cross_entropy with the same cross-entropy kwargs support for the same issue (43240); these are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The output is well grounded in the packet. The only accepted pair, 43251/43254, shares the same file, the same issue target (43240), and the same cross-entropy kwargs fix, so treating them as mergeable duplicates is conservative. The other soft-edge rejections are also cautious and consistent with the diff previews and titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 35, + "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": "3799d265c7e9acb00b6854d40408e0b971a1c7e270c6f88b0a8b10a913128dba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10865, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10865, + "estimated_input_tokens": 2717, + "estimated_eval_tokens": 5690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one is the initial VibeVoice implementation, one adds VibeVoice Realtime on top of it, and one is an unrelated Parakeet-RNNT addition. The shared auto-mapping/doc filenames are broad integration files, not evidence of the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the best representative because it is the foundational VibeVoice implementation and the broadest, most complete base change in the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest standalone PR to anchor the cluster: it introduces VibeVoice itself, whereas 42781 is a later incremental realtime extension and 46331 is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different scope: 40546 implements core VibeVoice, while 42781 adds VibeVoice Realtime and an acoustic tokenizer. They overlap in shared integration files, but they are not the same concrete change and would not plausibly be merged into one PR without losing the incremental boundary." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Unrelated models and code paths. 42781 is VibeVoice Realtime; 46331 is Parakeet-RNNT with RNNT loss/modeling changes. The overlap is only in generic ASR auto-mapping/docs infrastructure, not the same bug 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": 3, + "component_count": 35, + "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": "ee3181073c7820f12a1c330f43354a0f7177344bdc7449fc75ca3293bcd55b64", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not look like the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems, different model architectures, and different user-facing capabilities; not the same fix 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": 35, + "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": 35, + "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": "c82ab77d61683735b95d29e5de820fbaeffb7a26f673093d706a79dba1922344", + "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": "All three PRs are model-addition scaffolds in the same broad Transformers area, but they target different models and code paths, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster: it is the most extensive and mature model-addition PR, with the broadest set of model-specific files and the highest review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is the best overall representative because it has the most complete integration surface (config, modeling, processors, auto mappings, tests) and the most discussion, making it the most informative anchor for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions: DeepSeek OCR vs Isaac. They share boilerplate doc/auto-registration files, but the model-specific code, architecture, and tests are distinct, so this is not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. Despite overlapping Transformers scaffolding, they introduce separate model families with different implementation files and behaviors, 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 + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "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": "edc0265a1c07ca0049fcdb564c284df72b898e0c26b78de639f497c2b6c16aab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow-maintenance PRs, but they address different upgrade targets and different concrete problems. PR 42975 is a Node 24 compatibility refresh for GitHub Actions; PR 42976 is a separate latest-version bump focused on Docker/build actions. I would not merge them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the more canonical PR for this cluster because it has a clear, specific goal (GitHub Actions Node 24 compatibility) and updates multiple workflow actions in a coherent pass.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best representative because its scope and title align around one concrete maintenance change, whereas 42976 is a narrower version bump across a different set of actions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap in workflow files, but the diffs target different actions and different upgrade goals. 42975 updates core GitHub Actions for Node 24 compatibility; 42976 updates Docker/build-related actions to newer versions. 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": 7, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "e6d4d9dc8eea269047a3a553c8ee5db3623ef876016d17ac8d32b6172997eb65", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition changes (ViT NEPA, Molmo, Molmo2, CTSM). They only overlap on generic registration/docs/auto-mapping files, not on the same underlying bug or feature, so none should be clustered 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": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo). Shared files are generic docs/auto-registry boilerplate, not the same concrete code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model integrations with different implementations and tests; only broad registration files overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM and ViT NEPA are unrelated model adds. The overlap is limited to shared infrastructure updates, not a single fix or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo vs Molmo2 are related names but different model families/codebases; each adds separate configs, processors, and model files, so they are not mergeable as one PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different model integrations. Any shared filenames are incidental repo plumbing, not the same underlying change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate feature PRs for different models; they do not fix the same concrete 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": 35, + "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": "d32013749f0f5b36a30beb79da01bd193e6a3f8acbe94f9553f5543b82a9555b", + "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": "These four PRs are not duplicates: they target different code paths and problems (Whisper decoding, test-only CLIP/ViT changes, FP8 dequant/loading, and generation watermarking validation). The shared \"fix\" style titles are misleading; there is no strong evidence of a single underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 46380 is the clearest concrete bug fix: it changes generation validation behavior, has a specific failure mode, and includes broad test coverage.", + "best_issue_reason": null, + "best_pr_reason": "46380 is the best representative because it has the most explicit production code fix and the strongest signal of a real bug resolution; the others are either unrelated or appear to be test-focused/vague.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different artifacts: Whisper tokenizer/timestamp decoding vs CLIP/ViT test edits. No shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding changes are unrelated to FP8 dequant/loading logic in core_model_loading and finegrained_fp8." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer behavior and generation watermarking validation are separate subsystems with different fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT changes do not match the FP8 dequant bugfix; not the same underlying change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to generation config watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading fixes and generation watermarking validation are distinct code paths and failure modes." + } + ] + }, + "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": 35, + "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": "e88ff2644ffca14120b3956c80f871bd621fe816869a9c06620dedf87095d349", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated: one is a repo-bot/setup version-format test PR, the other rewires CI/workflow behavior and test utilities. The only overlap is a shared Vit test file, which is not enough to indicate the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong canonical representative because they target different code paths and purposes; they should not be clustered as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 tweaks setup/versioning and a Vit test, while 43532 changes CI workflows, testing utilities, and reporting. Shared test-file overlap is incidental, 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": 10, + "component_count": 35, + "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": "7f7186956b7273bc67ae354680d3c2de05acc03c1f1a1263cd4d861d4c67ea0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related documentation/API additions for new segmentation pipelines, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the two pull requests implement different pipeline additions with different model/docs/tests and are not the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if one must be highlighted, 43613 is slightly broader in model/test coverage, but it does not subsume 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying pipelines and code paths: concept segmentation vs visual segmentation. Shared scaffolding files are not enough to merge them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 35, + "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": "ea7dbb2813a17d550e472787361097e3adfa2d4941ddf955b2b965131cb903d4", + "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": "Both items are open PRs in `trainer.py`, but they address different trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are not the same underlying change and should remain separate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the more concrete, core-behavior change in `training_step` and is the better representative if one PR must be chosen for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone representative because it directly changes loss normalization behavior in the main training path; PR 43663 is a separate refactor for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different problems and code paths: 43651 adds `_loss_is_scaled_for_ga` to control gradient-accumulation loss scaling, while 43663 adds `_get_signature_columns` to customize input column filtering. They are not plausibly one merged 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": 35, + "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": "72ae7da7f2e8cd96f79590398fa4a3a322b5387a4d8b598d177b3e67738f8bdb", + "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": "These are not duplicates: both PRs edit `src/transformers/cli/serve.py`, but they appear to fix different NameError cases in the CLI type-hint/runtime path. PR 43656 is a broader annotation/runtime typing cleanup, while PR 43842 specifically targets `TypeAdapter` import resolution when `pydantic` is absent.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for a duplicate cluster: the two PRs do not look like the same underlying fix and should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the more focused and clearly scoped fix for the `TypeAdapter`/`pydantic`-optional NameError in the CLI, with a minimal change set and an explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: same file and similar title, but the diffs indicate different underlying problems. 43656 is a broader typing/annotation cleanup, while 43842 specifically handles `TypeAdapter` import availability when `pydantic` is not installed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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": 35, + "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", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + 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"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": "f67088dd7737804559862bf5f0059202ee3f32f8f215ea1553b42b6f28b4a363", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75088, + "estimated_input_tokens": 18772, + "estimated_eval_tokens": 37800 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a broad output-tracing refactor cluster across unrelated models. The only true duplicate/mergeable pairs are within the same concrete GPT-J/CodeGen and GPT-Neo code paths; the RegNet/FNet-CVT pair must be rejected because they are different architectures and not mergeable as one bugfix. I kept the triage conservative and only accepted same-file, same-change pairs.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical representative because it is the most consolidated GPT-J/CodeGen output-tracing refactor, spans the copied code paths in both files, and matches the shared change pattern most completely.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative of the cluster\u2019s real duplicate core: the GPT-J/CodeGen output-tracing migration. It is the most complete version of that concrete change and is mergeable with the other GPT-J variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families/code paths (FNet/CVT vs GPT-J); shared issue target alone is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and concrete refactors; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; these are mergeable variants." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are different models and changes; same refactor theme only." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; not the same concrete bugfix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; only the standardized tracing pattern is shared." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; same framework idea, different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same file/copy path; mergeable variants." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; related refactor style, but different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; different model families and code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; only the decorator migration is common." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different concrete model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same refactor theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model families/code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; related theme, not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; only the output-tracing framework overlaps." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same refactor style only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; unrelated model code." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 vs MGP-STR; different code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; only the output-tracing migration is shared." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different architectures and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; same refactor theme only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; different concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBert; different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; not the same bug/change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet vs VisualBert; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer vs GPT-Neo; only the output-tracing theme overlaps." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different concrete code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; unrelated model implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet vs GPT-Neo; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; same refactor theme only." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different concrete model paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT vs MPT; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT vs VisualBert; same theme only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet vs TextNet; different concrete implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT vs GPT-Neo; unrelated model code." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; not the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet vs MPT; different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT vs SegFormer; only the output-tracing pattern overlaps." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa; different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa vs TextNet; unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration; 44722 is the consolidated follow-up." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same code path; these are mergeable." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; same issue tag does not make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT vs RegNet are different architectures and code paths; not mergeable as one fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT vs SpeechT5; different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa vs ViTS; unrelated model implementations." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge acceptance is not grounded in the packet. The verdict for pull_request:43996 vs pull_request:44007 claims they are the same RegNet refactor in the same file, but 43996 is actually FNet/CVT (src/transformers/models/cvt/modeling_cvt.py and fnet), while 44007 is RegNet/ResNet/RT-DETR ResNet. Those changes do not look mergeable into a single PR for the same bugfix, so this should have stayed rejected. The rest of the summary is broadly conservative, but this over-acceptance is enough to fail precision." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 35, + "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": "8a73d03bd947d99ddd94c9898e645f395b4253e949bd54821359196dad8d3464", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84892, + "estimated_input_tokens": 21223, + "estimated_eval_tokens": 42702 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs for the same broad refactor theme (standardized output tracing / capture_outputs), but they target different code paths and models, so they should not be deduplicated into one change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern, but it is still only a VisualBERT-specific implementation and not a duplicate of the other model PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and separate code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor style, but VisualBERT and TextNet are distinct implementations with model-specific output handling." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Different models and different encoder/attention internals; similar pattern only, not the same bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate model refactors, not one mergeable fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; they share only the generic output-tracing migration theme." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SpeechT5 has its own explicit tracing/output change and issue link, but it is not the same concrete change as SqueezeBert." + } + ] + }, + "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": 35, + "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": "441dc81ff174ce062fff68486e2b318c0e764787885a129d2ac7c3c19d552f9a", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43568, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 44, + "serialized_chars": 43568, + "estimated_input_tokens": 10892, + "estimated_eval_tokens": 22040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all related to the same broad refactor theme (output tracing / can_return_tuple), but they touch different model implementations and code paths, so they are not duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is scoped to a different model or utility path, so there is no one PR that subsumes the others as a duplicate.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the most coherent multi-file model refactor in the set, but it is still only the Depth Anything family and not a duplicate target for the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`timm_backbone` vs `upernet`); same refactor pattern, not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families and forward paths; only the output-tracing pattern matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementation (`timm_backbone` vs `univnet`), so not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `falcon_mamba/mamba` are unrelated code paths; refactor theme alone is insufficient." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and modules; both are tracing refactors but not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` touch different code paths; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "Model refactor vs modular-conversion tooling; completely different change types." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `univnet`); same tracing cleanup pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and forward logic; not the same underlying bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; both refactor outputs, but they do not fix the same code path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated implementations, so not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stack vs MobileNet; too broad a similarity to merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are different model paths; same refactor intent only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths (`vision_text_dual_encoder` vs `upernet`); not a duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and outputs; similar API cleanup, not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model families and output contracts; not the same concrete bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and code paths; not plausibly one merged PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated implementations; same tracing cleanup is too generic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks (`upernet` vs `falcon_mamba/mamba`); not the same underlying fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba`/`falcon_mamba` versus `codegen` are different code paths; not duplicate changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model architectures and files; same broad refactor theme is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated; these are not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and APIs; refactor similarity only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different wrapper models (`depth_anything` vs `vision_encoder_decoder`); not one duplicate bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model families; output-tracing refactor alone does not make them duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and return types; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are unrelated code paths; reject as duplicate." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`depth_anything` vs `dpr`); same API cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Encoder-decoder wrappers for different modalities; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `superpoint`); no shared code path." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; only the refactor theme overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and outputs; not a duplicate PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are separate model paths; not mergeable as one change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and return paths; same tracing refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are unrelated implementations; reject as duplicate." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`superpoint` vs `rwkv`); too little overlap beyond cleanup style." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` do not share the same code path or bug." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and forward contracts; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Model code refactor vs modular conversion tool change; entirely different area." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Unrelated model wrapper refactor and tooling optimization; not duplicates." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "`rwkv` model code and modular-conversion utility are unrelated changes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "Different subsystem and intent; not the same underlying fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "`timm_backbone` model refactor and conversion-tool pool reuse are unrelated." + } + ] + }, + "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": 35, + "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": "0f63a06fc8dbd3976104c21a78ed74a1b2d3f8ae59a39dc69c361623771c71d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6550, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs for different architectures (PenguinVL vs Voxtral TTS). They only overlap on standard Transformers integration files and documentation plumbing, not on the same concrete bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the stronger representative of the cluster: it is a non-draft, broader model implementation with substantial tests and review activity. PR 45401 is draft and tied to a specific issue for a different model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the best overall fit because it is the more mature and complete implementation PR; PR 45401 is still draft and addresses a different model entirely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with different targets and code paths. Shared auto/docs scaffolding is generic Transformers integration work, not evidence of 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": 17, + "component_count": 35, + "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": "016a1a9f0a1bf5064a8a01b24b8c6f384adcce21f9f1ddd5b589c49bb646b70f", + "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 a single feature line around n-to-1 kernel fusion / `KernelConfig`, with one foundational API PR and two later extensions/refinements. The newest PR appears to subsume the earlier work best.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 is the broadest and latest representative of the same kernel-fusion feature line, explicitly extending and simplifying `KernelConfig` across the shared loading/integration paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the best single representative because it covers the shared code paths, reflects the mature form of the feature, and likely supersedes the earlier kernel-fusion iterations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related area, but not the same concrete change: 44979 introduces a module-fusion API foundation, while 45363 implements n-to-1 kernel fusion via `KernelConfig`. They could coexist as separate PRs." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "These appear to target the same underlying kernel-fusion feature and code paths, with 46339 reading like an extension/simplification of 45363 rather than a separate change." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "Both are about the same `KernelConfig` n-to-1 kernel fusion mechanism and touch the same loading/integration files; 46339 looks like a refinement of the earlier implementation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44979 is a foundational Module Fusion API PR, while 45363, 45666, and 46339 are all clearly in the n-to-1 KernelConfig kernel-fusion line. The soft-edge verdicts are conservative overall: 44979 vs 45363 is correctly treated as related but not the same concrete change, and the later pairs have enough title/diff overlap and shared files to plausibly be mergeable as a single feature-line PR. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 35, + "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": "55ba3182326445c6c6ec1db56cdf5337009b28cce93f4be57ad3d5335de4fa75", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are effectively the same fix for the same Mistral regex AttributeError in `tokenization_utils_tokenizers.py` and target the same issue (#45081). PR 45317 is the stronger representative because it includes the code fix plus a test update.", + "confidence": 0.98, + "canonical_issue_reason": "No issue artifact is present in this cluster; both PRs point to issue #45081.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it contains the same code-path fix as 45086 and also adds a test file, making it the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best representative PR: same underlying fix as 45086, same target issue, and it includes additional test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in `_patch_mistral_regex`/`fix_mistral_regex=True`, same changed code path and issue target; 45317 is just the more complete version with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 35, + "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": "a73e4e0d0aa7b0d550beb7e5f227d4df55c5e9d944e1b86fc4a897ac1cf61dc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH work items, but they are not the same change: one is a narrow conversion-mapping/refactor PR, the other is a broader architecture split that introduces NemotronH Dense/Sparse variants and documentation updates. The soft duplicate edge should be rejected.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH redesign: it adds the dense/sparse model variants, updates auto-mapping and docs, and appears to subsume the architectural direction of the smaller refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative of the cluster because it touches the main model evolution and user-facing packaging changes, while PR 45115 is a narrower internal conversion-mapping refactor.", + "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 concrete fix. 45115 is a focused conversion-mapping/refactor PR, while 45569 is a larger split into nemotron_h_dense and nemotron_h_sparse with docs and auto-mapping updates. They could not plausibly be merged as one PR without conflating distinct work." + } + ] + }, + "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": 35, + "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": "aa0c570a6c77693f650b4fe8f57041a0a6fbb3618be39ca645b702c959d1ef70", + "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 but not duplicates: PR #45333 adds heterogeneous per-layer config support, while PR #45332 is a broader follow-on that also changes cache, masking, modeling, integrations, and tests for heterogeneous model execution. They share some configuration plumbing, but they are not the same underlying code change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better umbrella candidate because it subsumes config handling and extends it into the actual heterogeneous modeling/runtime paths (cache, masking, modeling, integrations).", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most comprehensive representative of the heterogeneous-model work; PR #45333 is a narrower prerequisite/config layer and not interchangeable with the broader runtime change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared heterogeneity/config files do not make these duplicates. #45333 focuses on per-layer configuration API support, while #45332 adds broader runtime/modeling behavior that could not simply be merged into the config-only 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": 35, + "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": "ba605432e20257d30e9752f866b3a3cd94774bbd43badd8e4ca258be5bdc4d52", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-focused PRs, but they target different levels of change: one is a broad repository-wide type-checking cleanup, while the other adds specific typing protocols and helpers for a narrower modeling_utils/PEFT-related area. The overlap is too superficial to treat them as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it updates pyproject typing ignores and touches many transformers modules in a repo-wide type-checking pass. It is the best representative of the cluster if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the strongest single candidate because it spans the widest scope and best captures the overall typing-cleanup theme of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but #45415 is a broad type-checking sweep across many files, while #45425 adds specific typing protocol/type-alias work for modeling_utils and related integrations. They do not appear to fix the same concrete bug or change the same code path, and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "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": "50edc7f94b6f0987fd8f5c63470a53aff710585089ed308d2d86ec08319e9dcc", + "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": "Two open PRs both address cached multi-token forward behavior, but they target different model families and different implementation paths. They are related conceptually, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the more canonical representative: it has an explicit issue target, is tightly scoped to one concrete cache bug in Mamba2, and the diff is focused on a single code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best overall PR candidate because it most clearly fixes one specific, reproducible bug (`use_cache` with `seq_len > 1`) and is easier to map to a single underlying defect than the broader multi-model cache-forward PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both involve cached forward behavior, but they are for different architectures (Qwen3.5/OLMo hybrid GDN linear attention vs Mamba2) and different code paths. They are not the same concrete bug and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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": "6820625e613c7629bd77d22595edb044aa34c63ab7b5bb4f461fbd4ba8ed65cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch expert-parallel loading, but they fix different bugs: one is about serializing/deriving EP config for accelerate/ZeRO-3 loading, the other is about preventing FSDP2 rank-0 broadcast from overwriting expert parameters. They should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the more concrete, self-contained bug fix with a specific failure mode and loading code path; PR #45548 is a separate configuration/initialization issue.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 best represents the cluster if one must be chosen: it has the clearest concrete symptom and targeted fix, while #45548 addresses a different EP-related loading/configuration path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but #45548 fixes distributed_config serialization and a has_ep helper for accelerate/ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during FSDP2/post-shard loading. Different code paths and failure modes." + } + ] + }, + "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": 35, + "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": "a80383461754144d57006fc15ad1b984de9c65ca49f3b38167dd51e5591006e3", + "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 address the same xdist collision around captured_info debug artifacts in testing_utils; #45645 appears to be the more complete version because it includes the core file-writing fix plus CI/workflow handling for multiple captured files.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the better canonical representative: it includes the core xdist-safe output path change and the downstream workflow update needed to consume multiple captured_info files, so it covers the broader finalized fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the strongest overall fit because it solves the same captured_info collision bug as #45639 but in a more complete way, with both the producer-side fix and consumer-side CI adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions for captured_info debug output. #45639 is the producer-side fix, and #45645 extends the same change with artifact collection updates, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 35, + "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": "c2aa82e5d6ce5e64404f0ab532c7167dc40fa44da98814fde56134b8e0d9c8dd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "estimated_input_tokens": 1758, + "estimated_eval_tokens": 3772 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7030, + "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 thematically similar only at a high level, but they target different model families and code paths. The RecurrentGemma attn-dispatch work is separate from the BLIP-2/InstructBLIP SDPA dispatch work, and the AutoModel registration tweak is unrelated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR here: 46320 and 46401 both add attn_implementation support, but for different model families and non-overlapping code paths; 45670 is a separate AutoModel mapping fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46320 is the closest representative of the shared theme because it is the broader attn_dispatch implementation work, but it should not be treated as a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different changes: AutoModel registry mapping for glmasr vs RecurrentGemma attn_implementation support. Different files, models, and code paths." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Both add attn_implementation dispatch, but for different concrete architectures (RecurrentGemma vs BLIP-2/InstructBLIP). Not the same bug/change and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "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": "09d17c4d61a55028d62c3c78847528cb9fe09ee63624c9a628b83cedd92505b6", + "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": "The two pull requests are both linter/rule work, but they address different underlying problems in different code paths: TRF003 for model forward return behavior, and TRF018 for image/video processor boolean flag propagation. They are not duplicates and should not be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the better representative of the cluster because it is a self-contained rule introduction with an accompanying docs update and broad implementation across many image/video processor classes.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the strongest standalone change for this cluster: it clearly defines the rule, updates the documentation, and includes the relevant code changes in one place.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rule targets and code paths: 45720 fixes TRF003 around `forward(...)/return_dict` handling in model classes, while 46259 adds TRF018 for `do_*` flags consumed by image/video processor preprocess overrides. They do not appear to fix the same concrete 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": 27, + "component_count": 35, + "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": 35, + "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": "6a1cbccc9d5e70c554c7a935fafe4204b836095736aa67c83bc3f861d28237e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4301, + "estimated_input_tokens": 1076, + "estimated_eval_tokens": 2408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of the same fix/change. PR 45932 is a broad model/runtime change set with workflow and model code edits, while PR 46100 is a tiny test-only PR that injects failing assertions. They target different purposes and would not plausibly be merged as one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the better cluster representative because it contains the substantive code/workflow changes; PR 46100 is a trivial test-only migration/sabotage PR and does not represent the underlying code change theme of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the strongest standalone PR in the set: it has actual implementation edits across model files and workflow config, whereas PR 46100 is only a small test file edit with intentional failures.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different underlying changes: 45932 modifies model implementation and CI secrets plumbing, while 46100 only alters a ViT test file with dummy failing assertions. They do not fix the same code-path problem and would not be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "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": "e6483c50f327cd5ac317c5978c4d4f8166e9aff65b943b0e7f76895a59f16cdd", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8081, + "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 related feature PRs for adding `attn_implementation=\"sdpa\"` support, but they target different model implementations and code paths (CTRL, T5, SeamlessM4T/v2, wav2vec2 variants), so they should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46196 is the most comprehensive representative of the cluster: it spans multiple model families, includes corresponding model code changes, and adds/updates tests across several affected areas.", + "best_issue_reason": null, + "best_pr_reason": "PR #46196 is the strongest standalone candidate because it covers the broadest set of SDPA dispatch adaptations and has the largest supporting test surface, making it the most complete example of the work in this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but for different model code paths (CTRL vs T5). They are similar feature work, not the same concrete bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "They target different architectures and implementations (CTRL vs wav2vec2/SeamlessM4T families). Same broad theme, but not mergeable as one duplicate PR." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "These are separate model-specific SDPA enablement changes across unrelated code paths, so they should remain distinct PRs." + } + ] + }, + "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": 35, + "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": "d32ec203cbffe569c355a1e770baa0762cc9e5eff62782890a4f25432c02c900", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5572, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs overlap in a few distributed-training files, but they are not the same change: #46126 is a focused EP + Trainer integration feature, while #46269 is a broad distributed-branch base touching many unrelated subsystems and CI. The soft duplicate edge should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more coherent, narrowly scoped PR with a single concrete goal (EP + Trainer integration). #46269 is an umbrella branch-base PR spanning many distributed and CI changes, so it is not a good canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best PR to keep as the cluster representative because it targets one specific code path and feature. #46269 is too broad and includes many unrelated distributed-infra changes, which makes it unsuitable as a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames only indicate both touch distributed-training code, but the scopes differ substantially. #46126 focuses on EP/router/trainer integration, whereas #46269 is a large branch-base PR spanning FSDP, MoE, tensor parallel, CI, and loader changes. They do not appear to be the same underlying fix or 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": 31, + "component_count": 35, + "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": "c46193c7cfde6645b4b96ac868cbc01322678bb36cc1f685688d883fa4ddd220", + "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": "The two PRs are unrelated workflow maintenance changes: one adjusts how self-comment CI passes PR comments to a script, while the other hardens the SSH runner workflow by pinning a downloaded script and unsetting HF_TOKEN. They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46432 is the better representative because it makes a more concrete security/operational hardening change in a single workflow, with a clearer and more substantive diff than the small CLI-argument refactor in #46138.", + "best_issue_reason": null, + "best_pr_reason": "PR #46432 is the strongest standalone PR in the cluster: it addresses a specific SSH runner hardening concern by pinning an external download and clearing a sensitive environment variable.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "Different workflows, different code paths, and different purposes; one changes comment handling for self-comment CI, the other hardens SSH runner setup. 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": 32, + "component_count": 35, + "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": "9ff4a80eb05930a14ddfe31b202cac879a799149985a20c770fc48470d86f2c6", + "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 share a broad theme of replacing source-file opening with source inspection, but they target different code paths and are not duplicate fixes.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better representative because it addresses a concrete, localized bug in `_can_set_attn_implementation` and includes test coverage, whereas the other PR is a separate import-utils refactor with a different purpose.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest standalone change in this cluster: it has a clear behavioral fix, a well-defined target area, and tests. PR 46152 appears to be an independent utility-level cleanup/fix rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both replace `open()`-based source access, but they fix different modules and different behaviors: one is for `import_utils` path resolution, the other for `modeling_utils` attention-implementation detection. They are related in technique, not the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "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-46337-3", + "nodes": [ + "pull_request:46337", + "pull_request:46362", + "pull_request:46368" + ], + "soft_pairs": [ + "pull_request:46337|pull_request:46368", + "pull_request:46337|pull_request:46362", + "pull_request:46362|pull_request:46368" + ], + "prepared_review_unit_hash": "14221657e03160e79363cf52084d60ee4e22c838a8b2f41cbfbb639861edf112", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 5962, + "estimated_input_tokens": 1491, + "estimated_eval_tokens": 3238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are model-specific test fixes, but they address different failure modes: Cohere2Moe is about device-map/offload setup, while Deepseek V4 and Nemotron H both skip quantized-cache generation tests for model-specific cache incompatibilities. They are related only at a very high level, not the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR fixes a different model/test incompatibility, so none should absorb the others as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR 46337 is the strongest standalone fix because it adjusts the test configuration to make an existing test pass, rather than simply skipping coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46337", + "right": "pull_request:46368", + "accept": false, + "reason": "Different models and different failures: Cohere2Moe device-map/offload setup vs NemotronH quantized-cache incompatibility. Same broad test infrastructure, but not the same bug." + }, + { + "left": "pull_request:46337", + "right": "pull_request:46362", + "accept": false, + "reason": "Cohere2Moe is fixing accelerate/device placement for hf_device_map; Deepseek V4 is only skipping a quant-cache test. Different code paths and failure causes." + }, + { + "left": "pull_request:46362", + "right": "pull_request:46368", + "accept": false, + "reason": "Both skip the same test name, but for different model internals and different cache implementations. Too model-specific to be the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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": "b50deb68399a31908c5922242d998ed237efc0d4e7490b83529b05eefd5dfa7c", + "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": "The two PRs are both feature work but address unrelated areas: one adds multimodal support to continuous batching, the other adds the HunYuan VL model stack and docs. They should not be treated as duplicates or merged together.", + "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:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different underlying changes and code paths: continuous-batching multimodal support vs a new model implementation/docs/test suite. They share only broad Transformers context, 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": 35, + "component_count": 35, + "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-46465-2", + "nodes": [ + "pull_request:46465", + "pull_request:46470" + ], + "soft_pairs": [ + "pull_request:46465|pull_request:46470" + ], + "prepared_review_unit_hash": "850fb9d20bc32b5b1cf6f3167ba69738eb8afd6cd6671dcc48df3d5e22e5cc8e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4995, + "estimated_input_tokens": 1249, + "estimated_eval_tokens": 2754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same decoder input-validation error-message bug in T5-family models. PR 46470 is the cleaner, test-backed fix; PR 46465 is a broader variant that changes more model files but targets the same underlying message formatting issue.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46470 is the best representative because it fixes the concrete decoder error-message wording in the core T5-family code path and includes tests, making it the more complete and precise change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46470 is the strongest standalone PR: it directly targets the validation-message typo, is scoped to the affected T5-family models, and adds tests that confirm the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46465", + "right": "pull_request:46470", + "accept": true, + "reason": "Same underlying bug: decoder input-validation error messages use the wrong prefix formatting. The fixes operate on the same code path and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target the same shared issue target and make closely related decoder error-message wording fixes in overlapping T5-family code paths, with PR 46470 also adding tests. The soft-edge accept is conservative enough because the changes are variants of the same bugfix and could be consolidated into one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/manifest.json b/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2b69d2c516a5513d9ddf5fb80d5236573abb23b5 --- /dev/null +++ b/snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260607t060034z", + "artifacts": { + "hybrid": "snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-07T06:08:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260607T060034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260607T060034Z/manifest.json b/snapshots/20260607T060034Z/manifest.json index 98012c5738edb73c5fbcf262578156b42a76a107..ec98bbdf7747c951136395f0af8e73aa685bc13e 100644 --- a/snapshots/20260607T060034Z/manifest.json +++ b/snapshots/20260607T060034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 13 }, "extracted_at": "2026-06-07T06:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260607t060034z", + "runs": { + "hybrid-model-20260607t060034z": { + "analysis_id": "hybrid-model-20260607t060034z", + "artifacts": { + "hybrid": "snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260607T060034Z/analysis-runs/hybrid-model-20260607t060034z/manifest.json", + "model": null, + "published_at": "2026-06-07T06:08:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260607T060034Z", "watermark": {